From b8a548a71a58027d0d0def6b8b95ef6c1347ef52 Mon Sep 17 00:00:00 2001
From: kohlhaasrebecca <rebecca.kohlhaas@outlook.com>
Date: Thu, 18 Jul 2024 16:20:05 +0200
Subject: [PATCH] [docs] Basic BMC user guide
---
...alidrox.surrogate_models.engine.Engine.rst | 8 -
.../bayesvalidrox.surrogate_models.engine.rst | 9 -
.../bayesvalidrox.surrogate_models.rst | 3 +-
...els.sequential_design.SequentialDesign.rst | 34 +
...s.sequential_design.hellinger_distance.rst | 6 +
...rogate_models.sequential_design.logpdf.rst | 6 +
...rox.surrogate_models.sequential_design.rst | 40 +
...ate_models.sequential_design.subdomain.rst | 6 +
docs/source/bmc_description.rst | 65 +-
.../bayesvalidrox.surrogate_models.doctree | Bin 22765 -> 24161 bytes
...rox.surrogate_models.engine.Engine.doctree | Bin 116640 -> 40452 bytes
...esvalidrox.surrogate_models.engine.doctree | Bin 10625 -> 5639 bytes
...e_models.engine.hellinger_distance.doctree | Bin 7547 -> 7591 bytes
...rox.surrogate_models.engine.logpdf.doctree | Bin 7789 -> 7833 bytes
....surrogate_models.engine.subdomain.doctree | Bin 7483 -> 7527 bytes
...sequential_design.SequentialDesign.doctree | Bin 0 -> 95251 bytes
...surrogate_models.sequential_design.doctree | Bin 0 -> 11384 bytes
...quential_design.hellinger_distance.doctree | Bin 0 -> 7703 bytes
...te_models.sequential_design.logpdf.doctree | Bin 0 -> 7945 bytes
...models.sequential_design.subdomain.doctree | Bin 0 -> 7639 bytes
public/.doctrees/bayes_description.doctree | Bin 20891 -> 25020 bytes
public/.doctrees/bmc_description.doctree | Bin 2910 -> 14220 bytes
public/.doctrees/environment.pickle | Bin 2959265 -> 3054356 bytes
...erence.bayes_inference.BayesInference.html | 12 +-
...idrox.bayes_inference.bayes_inference.html | 12 +-
...model_comparison.BayesModelComparison.html | 12 +-
...ayes_inference.bayes_model_comparison.html | 12 +-
...yes_inference.discrepancy.Discrepancy.html | 12 +-
...svalidrox.bayes_inference.discrepancy.html | 12 +-
.../bayesvalidrox.bayes_inference.html | 12 +-
...yesvalidrox.bayes_inference.mcmc.MCMC.html | 12 +-
...rox.bayes_inference.mcmc.gelman_rubin.html | 12 +-
.../bayesvalidrox.bayes_inference.mcmc.html | 12 +-
public/_autosummary/bayesvalidrox.html | 12 +-
.../bayesvalidrox.post_processing.html | 12 +-
...essing.post_processing.PostProcessing.html | 12 +-
...idrox.post_processing.post_processing.html | 12 +-
public/_autosummary/bayesvalidrox.pylink.html | 12 +-
...drox.pylink.pylink.PyLinkForwardModel.html | 12 +-
.../bayesvalidrox.pylink.pylink.html | 12 +-
...esvalidrox.pylink.pylink.within_range.html | 12 +-
....surrogate_models.adaptPlot.adaptPlot.html | 12 +-
...esvalidrox.surrogate_models.adaptPlot.html | 12 +-
...apoly_construction.apoly_construction.html | 12 +-
...x.surrogate_models.apoly_construction.html | 12 +-
...bayes_linear.BayesianLinearRegression.html | 12 +-
...odels.bayes_linear.EBLinearRegression.html | 12 +-
...odels.bayes_linear.VBLinearRegression.html | 12 +-
...rogate_models.bayes_linear.gamma_mean.html | 12 +-
...alidrox.surrogate_models.bayes_linear.html | 12 +-
...lidrox.surrogate_models.engine.Engine.html | 331 +-------
...gate_models.engine.hellinger_distance.html | 46 +-
...bayesvalidrox.surrogate_models.engine.html | 58 +-
...lidrox.surrogate_models.engine.logpdf.html | 46 +-
...rox.surrogate_models.engine.subdomain.html | 46 +-
...te_models.eval_rec_rule.eval_rec_rule.html | 12 +-
...eval_rec_rule.eval_rec_rule_arbitrary.html | 12 +-
..._models.eval_rec_rule.eval_univ_basis.html | 12 +-
...lidrox.surrogate_models.eval_rec_rule.html | 12 +-
..._models.eval_rec_rule.poly_rec_coeffs.html | 12 +-
...rrogate_models.exp_designs.ExpDesigns.html | 12 +-
...ogate_models.exp_designs.check_ranges.html | 12 +-
...validrox.surrogate_models.exp_designs.html | 12 +-
...rogate_models.exploration.Exploration.html | 12 +-
...validrox.surrogate_models.exploration.html | 12 +-
...ogate_models.glexindex.cross_truncate.html | 12 +-
....surrogate_models.glexindex.glexindex.html | 12 +-
...esvalidrox.surrogate_models.glexindex.html | 12 +-
.../bayesvalidrox.surrogate_models.html | 17 +-
...rrogate_models.input_space.InputSpace.html | 12 +-
...validrox.surrogate_models.input_space.html | 12 +-
...alidrox.surrogate_models.inputs.Input.html | 12 +-
...drox.surrogate_models.inputs.Marginal.html | 12 +-
...bayesvalidrox.surrogate_models.inputs.html | 12 +-
...ing_pursuit.OrthogonalMatchingPursuit.html | 12 +-
...dels.orthogonal_matching_pursuit.corr.html | 12 +-
...te_models.orthogonal_matching_pursuit.html | 12 +-
...models.reg_fast_ard.RegressionFastARD.html | 12 +-
...alidrox.surrogate_models.reg_fast_ard.html | 12 +-
...models.reg_fast_ard.update_precisions.html | 12 +-
...eg_fast_laplace.RegressionFastLaplace.html | 18 +-
...rox.surrogate_models.reg_fast_laplace.html | 12 +-
...ls.sequential_design.SequentialDesign.html | 751 ++++++++++++++++++
....sequential_design.hellinger_distance.html | 445 +++++++++++
...ox.surrogate_models.sequential_design.html | 446 +++++++++++
...ogate_models.sequential_design.logpdf.html | 444 +++++++++++
...te_models.sequential_design.subdomain.html | 442 +++++++++++
...ate_models.surrogate_models.MetaModel.html | 12 +-
...els.surrogate_models.corr_loocv_error.html | 12 +-
...te_models.surrogate_models.create_psi.html | 12 +-
...gate_models.gaussian_process_emulator.html | 12 +-
...rox.surrogate_models.surrogate_models.html | 18 +-
...rox.surrogate_models.engine.Engine.rst.txt | 8 -
...esvalidrox.surrogate_models.engine.rst.txt | 9 -
.../bayesvalidrox.surrogate_models.rst.txt | 3 +-
...sequential_design.SequentialDesign.rst.txt | 34 +
...quential_design.hellinger_distance.rst.txt | 6 +
...te_models.sequential_design.logpdf.rst.txt | 6 +
...surrogate_models.sequential_design.rst.txt | 40 +
...models.sequential_design.subdomain.rst.txt | 6 +
public/_sources/bayes_description.rst.txt | 33 +-
public/_sources/bmc_description.rst.txt | 82 +-
public/al_description.html | 12 +-
public/analyticalfunction.html | 12 +-
public/api.html | 12 +-
public/bayes_description.html | 37 +-
public/beam.html | 12 +-
public/bmc_description.html | 114 ++-
public/borehole.html | 12 +-
public/examples.html | 12 +-
public/genindex.html | 55 +-
public/index.html | 12 +-
public/input_description.html | 12 +-
public/ishigami.html | 12 +-
public/model_description.html | 12 +-
public/modelcomparison.html | 12 +-
public/objects.inv | Bin 3569 -> 3719 bytes
public/ohaganfunction.html | 12 +-
public/packagedescription.html | 12 +-
public/pollution.html | 12 +-
public/post_description.html | 12 +-
public/py-modindex.html | 18 +-
public/search.html | 12 +-
public/searchindex.js | 2 +-
public/surrogate_description.html | 12 +-
public/tutorial.html | 12 +-
126 files changed, 3799 insertions(+), 827 deletions(-)
create mode 100644 docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst
create mode 100644 docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst
create mode 100644 docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst
create mode 100644 docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst
create mode 100644 docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst
create mode 100644 public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.doctree
create mode 100644 public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.sequential_design.doctree
create mode 100644 public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.doctree
create mode 100644 public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.doctree
create mode 100644 public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.doctree
create mode 100644 public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html
create mode 100644 public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html
create mode 100644 public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.html
create mode 100644 public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html
create mode 100644 public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html
create mode 100644 public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst.txt
create mode 100644 public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst.txt
create mode 100644 public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst.txt
create mode 100644 public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst.txt
create mode 100644 public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst.txt
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst
index 21a9e3480..00a9dcd93 100644
--- a/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst
@@ -17,19 +17,11 @@ bayesvalidrox.surrogate\_models.engine.Engine
.. autosummary::
~Engine.__init__
- ~Engine.choose_next_sample
- ~Engine.dual_annealing
~Engine.eval_metamodel
- ~Engine.run_util_func
~Engine.start_engine
- ~Engine.tradeoff_weights
~Engine.train_normal
~Engine.train_seq_design
~Engine.train_sequential
- ~Engine.util_AlphOptDesign
- ~Engine.util_BayesianActiveDesign
- ~Engine.util_BayesianDesign
- ~Engine.util_VarBasedDesign
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.rst
index 43998aead..a73ff3387 100644
--- a/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.rst
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.engine.rst
@@ -9,15 +9,6 @@ bayesvalidrox.surrogate\_models.engine
- .. rubric:: Functions
-
- .. autosummary::
- :toctree:
-
- hellinger_distance
- logpdf
- subdomain
-
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.rst
index fbd49ba29..19ea84682 100644
--- a/docs/source/_autosummary/bayesvalidrox.surrogate_models.rst
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.rst
@@ -1,4 +1,4 @@
-bayesvalidrox.surrogate\_models
+bayesvalidrox.surrogate\_models
===============================
.. automodule:: bayesvalidrox.surrogate_models
@@ -41,5 +41,6 @@ bayesvalidrox.surrogate\_models
bayesvalidrox.surrogate_models.orthogonal_matching_pursuit
bayesvalidrox.surrogate_models.reg_fast_ard
bayesvalidrox.surrogate_models.reg_fast_laplace
+ bayesvalidrox.surrogate_models.sequential_design
bayesvalidrox.surrogate_models.surrogate_models
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst
new file mode 100644
index 000000000..85bf390ce
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst
@@ -0,0 +1,34 @@
+bayesvalidrox.surrogate\_models.sequential\_design.SequentialDesign
+===================================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autoclass:: SequentialDesign
+ :members:
+ :show-inheritance:
+ :inherited-members:
+
+
+ .. automethod:: __init__
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+
+ ~SequentialDesign.__init__
+ ~SequentialDesign.choose_next_sample
+ ~SequentialDesign.dual_annealing
+ ~SequentialDesign.run_util_func
+ ~SequentialDesign.start_seqdesign
+ ~SequentialDesign.tradeoff_weights
+ ~SequentialDesign.util_AlphOptDesign
+ ~SequentialDesign.util_BayesianActiveDesign
+ ~SequentialDesign.util_BayesianDesign
+ ~SequentialDesign.util_VarBasedDesign
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst
new file mode 100644
index 000000000..e242998b2
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.hellinger\_distance
+======================================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: hellinger_distance
\ No newline at end of file
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst
new file mode 100644
index 000000000..124f9a6d5
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.logpdf
+=========================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: logpdf
\ No newline at end of file
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst
new file mode 100644
index 000000000..2e13f6766
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst
@@ -0,0 +1,40 @@
+bayesvalidrox.surrogate\_models.sequential\_design
+==================================================
+
+.. automodule:: bayesvalidrox.surrogate_models.sequential_design
+
+
+
+
+
+
+
+ .. rubric:: Functions
+
+ .. autosummary::
+ :toctree:
+
+ hellinger_distance
+ logpdf
+ subdomain
+
+
+
+
+
+ .. rubric:: Classes
+
+ .. autosummary::
+ :toctree:
+ :template: custom-class-template.rst
+
+ SequentialDesign
+
+
+
+
+
+
+
+
+
diff --git a/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst
new file mode 100644
index 000000000..abef419d3
--- /dev/null
+++ b/docs/source/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.subdomain
+============================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: subdomain
\ No newline at end of file
diff --git a/docs/source/bmc_description.rst b/docs/source/bmc_description.rst
index b3eaf86c2..3ebd9d525 100644
--- a/docs/source/bmc_description.rst
+++ b/docs/source/bmc_description.rst
@@ -18,5 +18,66 @@ Bayesian multi-model comparison
Example
=======
To perform model comparison, we first need to define the set of competing models.
-For this, we create two additional models based on the example model from :any:`model_description`.
-The first of these models
\ No newline at end of file
+For this, we create an additional model in the file ``model2.py`` based on the example model from :any:`model_description`.
+
+>>> def model2(samples, x_values):
+>>> poly = samples[0]*np.power(x_values, 3)
+>>> outputs = {'A': poly, 'x_values': x_values}
+>>> return outputs
+
+Then we can build another surrogate for this model, following the same code as for the surrogate in :any:`surrogate_description`.
+
+>>> Model2 = PyLinkForwardModel()
+>>> Model2.link_type = 'Function'
+>>> Model2.py_file = 'model2'
+>>> Model2.name = 'model2'
+>>> Model2.Output.names = ['A']
+>>> Model2.func_args = {'x_values': x_values}
+>>> Model2.store = False
+
+>>> MetaMod2 = MetaModel(Inputs)
+>>> MetaMod2.meta_model_type = 'aPCE'
+>>> MetaMod2.pce_reg_method = 'FastARD'
+>>> MetaMod2.pce_deg = 3
+>>> MetaMod2.pce_q_norm = 1
+
+>>> ExpDesign2 = ExpDesigns(Inputs)
+>>> ExpDesign2.n_init_samples = 30
+>>> ExpDesign2.sampling_method = 'random'
+
+>>> Engine_2 = Engine(MetaMod2, Model2, ExpDesign2)
+>>> Engine_2.train_normal()
+
+To perform model comparison we use the class :any:`bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison`.
+
+>>> from bayesvalidrox import BayesModelComparison`
+
+We collect the engines that should be compared in a dictionary, and assign them names.
+
+>>> meta_models = {
+>>> "linear": Engine_,
+>>> "degthree": Engine_2
+>>> }
+
+Then we create an object of class ``BayesModelComparison``.
+
+>>> BayesOpts = BayesModelComparison()
+
+As the comparison uses the class :any:`bayesvalidrox.bayes_inference.bayes_inference.BayesInference`, we can also set the properties for this class as well.
+These are collected in a dictionary and given to the function calls that perform the model comparison.
+In this example we use the following settings.
+
+>>> opts_bootstrap = {
+>>> "bootstrap": True,
+>>> "n_samples": 100,
+>>> "Discrepancy": DiscrepancyOpts,
+>>> "emulator": True,
+>>> "plot_post_pred": False
+>>> }
+
+Now we can run the full model comparison.
+
+>>> output_dict = BayesOpts.model_comparison_all(meta_models, opts_bootstrap)
+
+The created plots are saved in the folder ``Outputs_Comparison``.
+
diff --git a/public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.doctree b/public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.doctree
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diff --git a/public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.doctree b/public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.doctree
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GIT binary patch
delta 119
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delta 73
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diff --git a/public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.doctree b/public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.doctree
index 10725dec46fff37a579fc4be5eaa660a3e0f7925..905570941f9f0dee12004b835c520fea3b1a4837 100644
GIT binary patch
delta 123
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GIT binary patch
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diff --git a/public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.doctree b/public/.doctrees/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.doctree
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diff --git a/public/.doctrees/bayes_description.doctree b/public/.doctrees/bayes_description.doctree
index e096d63b369779f99dc8d7b67b0983ce78af5d3c..7ecf21c6be10ecf165c848a850df703d88514ba5 100644
GIT binary patch
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diff --git a/public/.doctrees/bmc_description.doctree b/public/.doctrees/bmc_description.doctree
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GIT binary patch
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diff --git a/public/.doctrees/environment.pickle b/public/.doctrees/environment.pickle
index 7b0eddb6c5099c6efa5d790a9028abd32a508451..8e2d9dff4dc84f1ba9465c97db6f1c82f63a406d 100644
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diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
index d6ae664d3..d61827eaf 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html
index be2a80de6..1d8d9fe8f 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_inference.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
index 8c36c6bea..eacbefddd 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
index 0180e21c6..33dd94b0b 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html b/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
index 3eea32209..ece812c4f 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.Discrepancy.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html b/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
index e21d3a79b..40faddf21 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.discrepancy.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.html b/public/_autosummary/bayesvalidrox.bayes_inference.html
index 11f981171..5d3e8a988 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
index 46c8c0469..936138f76 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html
index 69a4d24e1..19d1f22fd 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.gelman_rubin.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.html b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
index 2038b9495..6fb2fcc1a 100644
--- a/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
+++ b/public/_autosummary/bayesvalidrox.bayes_inference.mcmc.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.html b/public/_autosummary/bayesvalidrox.html
index 75828bd7a..a30086dc8 100644
--- a/public/_autosummary/bayesvalidrox.html
+++ b/public/_autosummary/bayesvalidrox.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.post_processing.html b/public/_autosummary/bayesvalidrox.post_processing.html
index 56395e27e..3d478abc7 100644
--- a/public/_autosummary/bayesvalidrox.post_processing.html
+++ b/public/_autosummary/bayesvalidrox.post_processing.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html b/public/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
index 1bcb70f69..9bd8e93f7 100644
--- a/public/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
+++ b/public/_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.post_processing.post_processing.html b/public/_autosummary/bayesvalidrox.post_processing.post_processing.html
index 585410977..30b5ea085 100644
--- a/public/_autosummary/bayesvalidrox.post_processing.post_processing.html
+++ b/public/_autosummary/bayesvalidrox.post_processing.post_processing.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.pylink.html b/public/_autosummary/bayesvalidrox.pylink.html
index 7637b34f3..65db669e1 100644
--- a/public/_autosummary/bayesvalidrox.pylink.html
+++ b/public/_autosummary/bayesvalidrox.pylink.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html b/public/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
index bf9c61131..d396389d8 100644
--- a/public/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
+++ b/public/_autosummary/bayesvalidrox.pylink.pylink.PyLinkForwardModel.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.pylink.pylink.html b/public/_autosummary/bayesvalidrox.pylink.pylink.html
index 6c72ed765..f5f81e165 100644
--- a/public/_autosummary/bayesvalidrox.pylink.pylink.html
+++ b/public/_autosummary/bayesvalidrox.pylink.pylink.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.pylink.pylink.within_range.html b/public/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
index f5fe15661..9a99499c5 100644
--- a/public/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
+++ b/public/_autosummary/bayesvalidrox.pylink.pylink.within_range.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html b/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
index 00c0b14a8..b974a84ee 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.adaptPlot.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html b/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
index 31ded8565..3cbbb4855 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.adaptPlot.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html b/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
index cfa685259..aa225b005 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.apoly_construction.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html b/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
index 48f07ba3f..017e0d221 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.apoly_construction.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html
index 3dee9c980..2818f4f25 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
index e5b8b3aaf..ebc86c087 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
index 49002d5f3..c21f568b0 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
index f9446b9c3..29308d2bf 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.gamma_mean.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
index 12a692322..4b07afedc 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.bayes_linear.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html b/public/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
index bc8c4c8df..d85a0febe 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html
@@ -3,7 +3,7 @@
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@@ -239,9 +239,6 @@
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<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.engine.Engine</a></li>
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@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -354,24 +358,12 @@
<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.__init__" title="bayesvalidrox.surrogate_models.engine.Engine.__init__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__init__</span></code></a>(MetaMod, Model, ExpDes)</p></td>
<td><p></p></td>
</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample" title="bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample"><code class="xref py py-obj docutils literal notranslate"><span class="pre">choose_next_sample</span></code></a>([sigma2, n_candidates, var])</p></td>
-<td><p>Runs optimal sequential design.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.dual_annealing" title="bayesvalidrox.surrogate_models.engine.Engine.dual_annealing"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dual_annealing</span></code></a>(method, Bounds, sigma2Dict, ...)</p></td>
-<td><p>Exploration algorithm to find the optimum parameter space.</p></td>
-</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel" title="bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">eval_metamodel</span></code></a>([samples, nsamples, ...])</p></td>
<td><p>Evaluates metamodel at the requested samples.</p></td>
</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.run_util_func" title="bayesvalidrox.surrogate_models.engine.Engine.run_util_func"><code class="xref py py-obj docutils literal notranslate"><span class="pre">run_util_func</span></code></a>(method, candidates, index[, ...])</p></td>
-<td><p>Runs the utility function based on the given method.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.start_engine" title="bayesvalidrox.surrogate_models.engine.Engine.start_engine"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start_engine</span></code></a>()</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.start_engine" title="bayesvalidrox.surrogate_models.engine.Engine.start_engine"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start_engine</span></code></a>()</p></td>
<td><p>Do all the preparations that need to be run before the actual training</p></td>
</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights" title="bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tradeoff_weights</span></code></a>(tradeoff_scheme, old_EDX, ...)</p></td>
-<td><p>Calculates weights for exploration scores based on the requested scheme: <cite>None</cite>, <cite>equal</cite>, <cite>epsilon-decreasing</cite> and <cite>adaptive</cite>.</p></td>
-</tr>
<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_normal" title="bayesvalidrox.surrogate_models.engine.Engine.train_normal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">train_normal</span></code></a>([parallel, verbose, save])</p></td>
<td><p>Trains surrogate on static samples only.</p></td>
</tr>
@@ -381,96 +373,16 @@
<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_sequential" title="bayesvalidrox.surrogate_models.engine.Engine.train_sequential"><code class="xref py py-obj docutils literal notranslate"><span class="pre">train_sequential</span></code></a>([parallel, verbose])</p></td>
<td><p>Train the surrogate in a sequential manner.</p></td>
</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign" title="bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_AlphOptDesign</span></code></a>(candidates[, var])</p></td>
-<td><p>Enriches the Experimental design with the requested alphabetic criterion based on exploring the space with number of sampling points.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign" title="bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_BayesianActiveDesign</span></code></a>(y_hat, std, sigma2Dict)</p></td>
-<td><p>Computes scores based on Bayesian active design criterion (var).</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign" title="bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_BayesianDesign</span></code></a>(X_can, X_MC, sigma2Dict)</p></td>
-<td><p>Computes scores based on Bayesian sequential design criterion (var).</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign" title="bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_VarBasedDesign</span></code></a>(X_can, index[, util_func])</p></td>
-<td><p>Computes the exploitation scores based on: active learning MacKay(ALM) and active learning Cohn (ALC) Paper: Sequential Design with Mutual Information for Computer Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas (2016)</p></td>
-</tr>
</tbody>
</table>
</div>
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample">
-<span class="sig-name descname"><span class="pre">choose_next_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_candidates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample" title="Link to this definition">¶</a></dt>
-<dd><p>Runs optimal sequential design.</p>
-<section id="parameters">
-<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>sigma2<span class="classifier">dict, optional</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2). The
-default is None.</p>
-</dd>
-<dt>n_candidates<span class="classifier">int, optional</span></dt><dd><p>Number of candidate samples. The default is 5.</p>
-</dd>
-<dt>var<span class="classifier">string, optional</span></dt><dd><p>Utility function. The default is None. # TODO: default is set to DKL, not none</p>
-</dd>
-</dl>
-</section>
-<section id="raises">
-<h2>Raises<a class="headerlink" href="#raises" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>NameError</dt><dd><p>Wrong utility function.</p>
-</dd>
-</dl>
-</section>
-<section id="returns">
-<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>Xnew<span class="classifier">array (n_samples, n_params)</span></dt><dd><p>Selected new training point(s).</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.dual_annealing">
-<span class="sig-name descname"><span class="pre">dual_annealing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Bounds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Run_No</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.dual_annealing" title="Link to this definition">¶</a></dt>
-<dd><p>Exploration algorithm to find the optimum parameter space.</p>
-<section id="id1">
-<h2>Parameters<a class="headerlink" href="#id1" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>method<span class="classifier">string</span></dt><dd><p>Exploitation method: <cite>VarOptDesign</cite>, <cite>BayesActDesign</cite> and
-<cite>BayesOptDesign</cite>.</p>
-</dd>
-<dt>Bounds<span class="classifier">list of tuples</span></dt><dd><p>List of lower and upper boundaries of parameters.</p>
-</dd>
-<dt>sigma2Dict<span class="classifier">dict</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2).</p>
-</dd>
-</dl>
-<p>var : unknown
-Run_No : int</p>
-<blockquote>
-<div><p>Run number.</p>
-</div></blockquote>
-<dl class="simple">
-<dt>verbose<span class="classifier">bool, optional</span></dt><dd><p>Print out a summary. The default is False.</p>
-</dd>
-</dl>
-</section>
-<section id="id2">
-<h2>Returns<a class="headerlink" href="#id2" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>Run_No<span class="classifier">int</span></dt><dd><p>Run number.</p>
-</dd>
-<dt>array</dt><dd><p>Optimial candidate.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
<dl class="py method">
<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel">
<span class="sig-name descname"><span class="pre">eval_metamodel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nsamples</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_method</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'random'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_samples</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel" title="Link to this definition">¶</a></dt>
<dd><p>Evaluates metamodel at the requested samples. One can also generate
nsamples.</p>
-<section id="id3">
-<h2>Parameters<a class="headerlink" href="#id3" title="Link to this heading">¶</a></h2>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
<dl class="simple">
<dt>samples<span class="classifier">array of shape (n_samples, n_params), optional</span></dt><dd><p>Samples to evaluate metamodel at. The default is None.</p>
</dd>
@@ -487,8 +399,8 @@ The default is False.</p>
</dd>
</dl>
</section>
-<section id="id4">
-<h2>Returns<a class="headerlink" href="#id4" title="Link to this heading">¶</a></h2>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
<dl class="simple">
<dt>mean_pred<span class="classifier">dict</span></dt><dd><p>Mean of the predictions.</p>
</dd>
@@ -498,90 +410,16 @@ The default is False.</p>
</section>
</dd></dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.run_util_func">
-<span class="sig-name descname"><span class="pre">run_util_func</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_MC</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.run_util_func" title="Link to this definition">¶</a></dt>
-<dd><p>Runs the utility function based on the given method.</p>
-<section id="id5">
-<h2>Parameters<a class="headerlink" href="#id5" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>method<span class="classifier">string</span></dt><dd><p>Exploitation method: <cite>VarOptDesign</cite>, <cite>BayesActDesign</cite> and
-<cite>BayesOptDesign</cite>.</p>
-</dd>
-<dt>candidates<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>All candidate parameter sets.</p>
-</dd>
-<dt>index<span class="classifier">int</span></dt><dd><p>ExpDesign index.</p>
-</dd>
-<dt>sigma2Dict<span class="classifier">dict, optional</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2). The
-default is None.</p>
-</dd>
-<dt>var<span class="classifier">string, optional</span></dt><dd><p>Utility function. The default is None.</p>
-</dd>
-<dt>X_MC<span class="classifier">TYPE, optional</span></dt><dd><p>DESCRIPTION. The default is None.</p>
-</dd>
-</dl>
-</section>
-<section id="id6">
-<h2>Returns<a class="headerlink" href="#id6" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>index<span class="classifier">TYPE</span></dt><dd><p>DESCRIPTION.</p>
-</dd>
-<dt>List</dt><dd><p>Scores.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
<dl class="py method">
<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.start_engine">
<span class="sig-name descname"><span class="pre">start_engine</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.start_engine" title="Link to this definition">¶</a></dt>
<dd><p>Do all the preparations that need to be run before the actual training</p>
-<section id="id7">
-<h2>Returns<a class="headerlink" href="#id7" title="Link to this heading">¶</a></h2>
+<section id="id1">
+<h2>Returns<a class="headerlink" href="#id1" title="Link to this heading">¶</a></h2>
<p>None</p>
</section>
</dd></dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights">
-<span class="sig-name descname"><span class="pre">tradeoff_weights</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tradeoff_scheme</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_EDX</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_EDY</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights" title="Link to this definition">¶</a></dt>
-<dd><p>Calculates weights for exploration scores based on the requested
-scheme: <cite>None</cite>, <cite>equal</cite>, <cite>epsilon-decreasing</cite> and <cite>adaptive</cite>.</p>
-<p><cite>None</cite>: No exploration.
-<cite>equal</cite>: Same weights for exploration and exploitation scores.
-<cite>epsilon-decreasing</cite>: Start with more exploration and increase the</p>
-<blockquote>
-<div><p>influence of exploitation along the way with an exponential decay
-function</p>
-</div></blockquote>
-<dl class="simple">
-<dt><cite>adaptive</cite>: An adaptive method based on:</dt><dd><p>Liu, Haitao, Jianfei Cai, and Yew-Soon Ong. “An adaptive sampling
-approach for Kriging metamodeling by maximizing expected prediction
-error.†Computers & Chemical Engineering 106 (2017): 171-182.</p>
-</dd>
-</dl>
-<section id="id8">
-<h2>Parameters<a class="headerlink" href="#id8" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>tradeoff_scheme<span class="classifier">string</span></dt><dd><p>Trade-off scheme for exloration and exploitation scores.</p>
-</dd>
-<dt>old_EDX<span class="classifier">array (n_samples, n_params)</span></dt><dd><p>Old experimental design (training points).</p>
-</dd>
-<dt>old_EDY<span class="classifier">dict</span></dt><dd><p>Old model responses (targets).</p>
-</dd>
-</dl>
-</section>
-<section id="id9">
-<h2>Returns<a class="headerlink" href="#id9" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>exploration_weight<span class="classifier">float</span></dt><dd><p>Exploration weight.</p>
-</dd>
-<dt>exploitation_weight: float</dt><dd><p>Exploitation weight.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
<dl class="py method">
<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.train_normal">
<span class="sig-name descname"><span class="pre">train_normal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.train_normal" title="Link to this definition">¶</a></dt>
@@ -589,8 +427,8 @@ error.†Computers & Chemical Engineering 106 (2017): 171-182.</p>
Samples are taken from the experimental design and the specified
model is run on them.
Alternatively the samples can be read in from a provided hdf5 file.</p>
-<section id="id10">
-<h2>Returns<a class="headerlink" href="#id10" title="Link to this heading">¶</a></h2>
+<section id="id2">
+<h2>Returns<a class="headerlink" href="#id2" title="Link to this heading">¶</a></h2>
<p>None</p>
</section>
</dd></dl>
@@ -600,8 +438,8 @@ Alternatively the samples can be read in from a provided hdf5 file.</p>
<span class="sig-name descname"><span class="pre">train_seq_design</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.train_seq_design" title="Link to this definition">¶</a></dt>
<dd><p>Starts the adaptive sequential design for refining the surrogate model
by selecting training points in a sequential manner.</p>
-<section id="id11">
-<h2>Returns<a class="headerlink" href="#id11" title="Link to this heading">¶</a></h2>
+<section id="id3">
+<h2>Returns<a class="headerlink" href="#id3" title="Link to this heading">¶</a></h2>
<dl class="simple">
<dt>MetaModel<span class="classifier">object</span></dt><dd><p>Meta model object.</p>
</dd>
@@ -615,125 +453,12 @@ by selecting training points in a sequential manner.</p>
<dd><p>Train the surrogate in a sequential manner.
First build and train evereything on the static samples, then iterate
choosing more samples and refitting the surrogate on them.</p>
-<section id="id12">
-<h2>Returns<a class="headerlink" href="#id12" title="Link to this heading">¶</a></h2>
+<section id="id4">
+<h2>Returns<a class="headerlink" href="#id4" title="Link to this heading">¶</a></h2>
<p>None</p>
</section>
</dd></dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign">
-<span class="sig-name descname"><span class="pre">util_AlphOptDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'D-Opt'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign" title="Link to this definition">¶</a></dt>
-<dd><p>Enriches the Experimental design with the requested alphabetic
-criterion based on exploring the space with number of sampling points.</p>
-<p>Ref: Hadigol, M., & Doostan, A. (2018). Least squares polynomial chaos
-expansion: A review of sampling strategies., Computer Methods in
-Applied Mechanics and Engineering, 332, 382-407.</p>
-<section id="arguments">
-<h2>Arguments<a class="headerlink" href="#arguments" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>candidates<span class="classifier">int?</span></dt><dd><p>Number of candidate points to be searched</p>
-</dd>
-<dt>var<span class="classifier">string</span></dt><dd><p>Alphabetic optimality criterion</p>
-</dd>
-</dl>
-</section>
-<section id="id13">
-<h2>Returns<a class="headerlink" href="#id13" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>X_new<span class="classifier">array of shape (1, n_params)</span></dt><dd><p>The new sampling location in the input space.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign">
-<span class="sig-name descname"><span class="pre">util_BayesianActiveDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_hat</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">std</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign" title="Link to this definition">¶</a></dt>
-<dd><p>Computes scores based on Bayesian active design criterion (var).</p>
-<p>It is based on the following paper:
-Oladyshkin, Sergey, Farid Mohammadi, Ilja Kroeker, and Wolfgang Nowak.
-“Bayesian3 active learning for the gaussian process emulator using
-information theory.†Entropy 22, no. 8 (2020): 890.</p>
-<section id="id14">
-<h2>Parameters<a class="headerlink" href="#id14" title="Link to this heading">¶</a></h2>
-<p>y_hat : unknown
-std : unknown
-sigma2Dict : dict</p>
-<blockquote>
-<div><p>A dictionary containing the measurement errors (sigma^2).</p>
-</div></blockquote>
-<dl class="simple">
-<dt>var<span class="classifier">string, optional</span></dt><dd><p>BAL design criterion. The default is ‘DKL’.</p>
-</dd>
-</dl>
-</section>
-<section id="id15">
-<h2>Returns<a class="headerlink" href="#id15" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>float</dt><dd><p>Score.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign">
-<span class="sig-name descname"><span class="pre">util_BayesianDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_can</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_MC</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign" title="Link to this definition">¶</a></dt>
-<dd><p>Computes scores based on Bayesian sequential design criterion (var).</p>
-<section id="id16">
-<h2>Parameters<a class="headerlink" href="#id16" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>X_can<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>Candidate samples.</p>
-</dd>
-</dl>
-<p>X_MC : unknown
-sigma2Dict : dict</p>
-<blockquote>
-<div><p>A dictionary containing the measurement errors (sigma^2).</p>
-</div></blockquote>
-<dl class="simple">
-<dt>var<span class="classifier">string, optional</span></dt><dd><p>Bayesian design criterion. The default is ‘DKL’.</p>
-</dd>
-</dl>
-</section>
-<section id="id17">
-<h2>Returns<a class="headerlink" href="#id17" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>float</dt><dd><p>Score.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign">
-<span class="sig-name descname"><span class="pre">util_VarBasedDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_can</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">util_func</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'Entropy'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign" title="Link to this definition">¶</a></dt>
-<dd><p>Computes the exploitation scores based on:
-active learning MacKay(ALM) and active learning Cohn (ALC)
-Paper: Sequential Design with Mutual Information for Computer
-Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
-(2016)</p>
-<section id="id18">
-<h2>Parameters<a class="headerlink" href="#id18" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>X_can<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>Candidate samples.</p>
-</dd>
-<dt>index<span class="classifier">int</span></dt><dd><p>Model output index.</p>
-</dd>
-<dt>util_func<span class="classifier">string, optional</span></dt><dd><p>Exploitation utility function. The default is ‘Entropy’.</p>
-</dd>
-</dl>
-</section>
-<section id="id19">
-<h2>Returns<a class="headerlink" href="#id19" title="Link to this heading">¶</a></h2>
-<dl class="simple">
-<dt>float</dt><dd><p>Score.</p>
-</dd>
-</dl>
-</section>
-</dd></dl>
-
</dd></dl>
</section>
@@ -752,14 +477,14 @@ Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
</div>
<svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
</a>
- <a class="prev-page" href="bayesvalidrox.surrogate_models.engine.subdomain.html">
+ <a class="prev-page" href="bayesvalidrox.surrogate_models.engine.html">
<svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
<div class="page-info">
<div class="context">
<span>Previous</span>
</div>
- <div class="title">bayesvalidrox.surrogate_models.engine.subdomain</div>
+ <div class="title">bayesvalidrox.surrogate_models.engine</div>
</div>
</a>
@@ -796,19 +521,11 @@ Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
<li><a class="reference internal" href="#">bayesvalidrox.surrogate_models.engine.Engine</a><ul>
<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine"><code class="docutils literal notranslate"><span class="pre">Engine</span></code></a><ul>
<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.__init__"><code class="docutils literal notranslate"><span class="pre">Engine.__init__()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample"><code class="docutils literal notranslate"><span class="pre">Engine.choose_next_sample()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.dual_annealing"><code class="docutils literal notranslate"><span class="pre">Engine.dual_annealing()</span></code></a></li>
<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.eval_metamodel"><code class="docutils literal notranslate"><span class="pre">Engine.eval_metamodel()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.run_util_func"><code class="docutils literal notranslate"><span class="pre">Engine.run_util_func()</span></code></a></li>
<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.start_engine"><code class="docutils literal notranslate"><span class="pre">Engine.start_engine()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights"><code class="docutils literal notranslate"><span class="pre">Engine.tradeoff_weights()</span></code></a></li>
<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_normal"><code class="docutils literal notranslate"><span class="pre">Engine.train_normal()</span></code></a></li>
<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_seq_design"><code class="docutils literal notranslate"><span class="pre">Engine.train_seq_design()</span></code></a></li>
<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.train_sequential"><code class="docutils literal notranslate"><span class="pre">Engine.train_sequential()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign"><code class="docutils literal notranslate"><span class="pre">Engine.util_AlphOptDesign()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign"><code class="docutils literal notranslate"><span class="pre">Engine.util_BayesianActiveDesign()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign"><code class="docutils literal notranslate"><span class="pre">Engine.util_BayesianDesign()</span></code></a></li>
-<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign"><code class="docutils literal notranslate"><span class="pre">Engine.util_VarBasedDesign()</span></code></a></li>
</ul>
</li>
</ul>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html b/public/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
index 1468932d5..87538b6e2 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html
@@ -3,7 +3,7 @@
<head><meta charset="utf-8"/>
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<meta name="color-scheme" content="light dark"><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
-<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.engine.logpdf" href="bayesvalidrox.surrogate_models.engine.logpdf.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.engine" href="bayesvalidrox.surrogate_models.engine.html" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" />
<!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
<title>bayesvalidrox.surrogate_models.engine.hellinger_distance - bayesvalidrox 1.0.0 documentation</title>
@@ -163,7 +163,7 @@
<input type="hidden" name="area" value="default">
</form>
<div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
- <ul class="current">
+ <ul>
<li class="toctree-l1 has-children"><a class="reference internal" href="../packagedescription.html">USER GUIDE</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of USER GUIDE</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="../input_description.html">Priors, input space and experimental design</a></li>
<li class="toctree-l2"><a class="reference internal" href="../model_description.html">Models</a></li>
@@ -185,8 +185,8 @@
<li class="toctree-l2"><a class="reference internal" href="../pollution.html">Pollution</a></li>
</ul>
</li>
-<li class="toctree-l1 current has-children"><a class="reference internal" href="../api.html">API</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of API</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
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<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.bayes_inference.bayes_inference.html">bayesvalidrox.bayes_inference.bayes_inference</a><input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" role="switch" type="checkbox"/><label for="toctree-checkbox-6"><div class="visually-hidden">Toggle navigation of bayesvalidrox.bayes_inference.bayes_inference</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -222,7 +222,7 @@
</li>
</ul>
</li>
-<li class="toctree-l3 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.html">bayesvalidrox.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l3 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.html">bayesvalidrox.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" role="switch" type="checkbox"/><label for="toctree-checkbox-14"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.adaptPlot.html">bayesvalidrox.surrogate_models.adaptPlot</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" role="switch" type="checkbox"/><label for="toctree-checkbox-15"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.adaptPlot</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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</ul>
@@ -238,10 +238,7 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression</a></li>
</ul>
</li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
-<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -370,26 +374,8 @@ every set to which Q assigns a positive probability, and vice versa.
<footer>
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.engine.html b/public/_autosummary/bayesvalidrox.surrogate_models.engine.html
index f43c214e2..08a778cb3 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.html
@@ -3,7 +3,7 @@
<head><meta charset="utf-8"/>
<meta name="viewport" content="width=device-width,initial-scale=1"/>
<meta name="color-scheme" content="light dark"><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.engine.Engine" href="bayesvalidrox.surrogate_models.engine.Engine.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression" href="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html" />
<!-- Generated with Sphinx 7.3.7 and Furo 2023.09.10 -->
<title>bayesvalidrox.surrogate_models.engine - bayesvalidrox 1.0.0 documentation</title>
@@ -141,7 +141,7 @@
<svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
</button>
</div>
- <label class="toc-overlay-icon toc-header-icon" for="__toc">
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@@ -239,9 +239,6 @@
</ul>
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<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.engine</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -330,7 +334,7 @@
<svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
</button>
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@@ -339,22 +343,6 @@
<section id="module-bayesvalidrox.surrogate_models.engine">
<span id="bayesvalidrox-surrogate-models-engine"></span><h1>bayesvalidrox.surrogate_models.engine<a class="headerlink" href="#module-bayesvalidrox.surrogate_models.engine" title="Link to this heading">¶</a></h1>
<p>Engine to train the surrogate</p>
-<p class="rubric">Functions</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html#bayesvalidrox.surrogate_models.engine.hellinger_distance" title="bayesvalidrox.surrogate_models.engine.hellinger_distance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hellinger_distance</span></code></a>(P, Q)</p></td>
-<td><p>Hellinger distance between two continuous distributions.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html#bayesvalidrox.surrogate_models.engine.logpdf" title="bayesvalidrox.surrogate_models.engine.logpdf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logpdf</span></code></a>(x, mean, cov)</p></td>
-<td><p>Computes the likelihood based on a multivariate normal distribution.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html#bayesvalidrox.surrogate_models.engine.subdomain" title="bayesvalidrox.surrogate_models.engine.subdomain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">subdomain</span></code></a>(Bounds, n_new_samples)</p></td>
-<td><p>Divides a domain defined by Bounds into subdomains.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
<p class="rubric">Classes</p>
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@@ -372,12 +360,12 @@
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@@ -410,26 +398,8 @@
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--- a/public/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html
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@@ -185,8 +185,8 @@
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@@ -222,7 +222,7 @@
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@@ -238,10 +238,7 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
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@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
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+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -369,26 +373,8 @@
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<input type="hidden" name="area" value="default">
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@@ -185,8 +185,8 @@
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@@ -222,7 +222,7 @@
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@@ -238,10 +238,7 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression.html">bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression</a></li>
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@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
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+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -367,26 +371,8 @@
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
index e081f64c3..1ba083de5 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule.html
@@ -239,9 +239,6 @@
</ul>
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<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
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@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
index 936d75c87..e11660ced 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
index 8a4325678..69b06c5e0 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
index e566e9fc9..89766ae20 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
index 211d11ec9..40ca6675e 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.eval_rec_rule.poly_rec_coeffs.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
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</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
index ebb205a5b..7f9f2e9cf 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.ExpDesigns.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
index 3f8c99c60..e98db267f 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.check_ranges.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
index 12f3e3b7b..ba7b82cbc 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exp_designs.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html b/public/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
index bfc9e4887..6802ab6b6 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exploration.Exploration.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.exploration.html b/public/_autosummary/bayesvalidrox.surrogate_models.exploration.html
index 4fe52523a..474770340 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.exploration.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.exploration.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
index ef1e59d9f..4f4c8284f 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.cross_truncate.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html
index 128c42630..92b6a674a 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.glexindex.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.html b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
index f22f12377..258c40d3e 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.glexindex.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.html b/public/_autosummary/bayesvalidrox.surrogate_models.html
index 551916f8f..ab695f5bf 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -381,7 +385,10 @@
<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace" title="bayesvalidrox.surrogate_models.reg_fast_laplace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.reg_fast_laplace</span></code></a></p></td>
<td><p></p></td>
</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models" title="bayesvalidrox.surrogate_models.surrogate_models"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.surrogate_models</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html#module-bayesvalidrox.surrogate_models.sequential_design" title="bayesvalidrox.surrogate_models.sequential_design"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.sequential_design</span></code></a></p></td>
+<td><p>Engine to train the surrogate</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models" title="bayesvalidrox.surrogate_models.surrogate_models"><code class="xref py py-obj docutils literal notranslate"><span class="pre">bayesvalidrox.surrogate_models.surrogate_models</span></code></a></p></td>
<td><p>Implementation of metamodel as either PC, aPC or GPE</p></td>
</tr>
</tbody>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html b/public/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
index f9d2df3bd..3bec67f0e 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.input_space.html b/public/_autosummary/bayesvalidrox.surrogate_models.input_space.html
index 7c8cd9299..c4f268e65 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.input_space.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.input_space.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
index c3b3d9d99..8f225afb9 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Input.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
index fcb16dad3..3b96f208b 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.Marginal.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.html b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.html
index 4e16820e3..7e36e52bd 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.inputs.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.inputs.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
index 7e9829327..a289b69c7 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
index 8f61f3d06..c7881a0ed 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.corr.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html
index 17f469e71..3bfd80929 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
index 9dd1a74ff..43ab9115f 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
index dcd0820e6..afa8fbdce 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
index 05bcfb125..bfdad9584 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
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</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
index 5ea393418..6b640985c 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html
@@ -3,7 +3,7 @@
<head><meta charset="utf-8"/>
<meta name="viewport" content="width=device-width,initial-scale=1"/>
<meta name="color-scheme" content="light dark"><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="bayesvalidrox.surrogate_models.sequential_design" href="bayesvalidrox.surrogate_models.sequential_design.html" /><link rel="prev" title="bayesvalidrox.surrogate_models.reg_fast_laplace" href="bayesvalidrox.surrogate_models.reg_fast_laplace.html" />
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<title>bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace - bayesvalidrox 1.0.0 documentation</title>
@@ -239,9 +239,6 @@
</ul>
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<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -463,12 +467,12 @@ springer.</p>
<footer>
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- <a class="next-page" href="bayesvalidrox.surrogate_models.surrogate_models.html">
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
index 8ed5c18d5..798f67dc6 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html
@@ -239,9 +239,6 @@
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-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
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</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
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-<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html b/public/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html
new file mode 100644
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+ <section id="bayesvalidrox-surrogate-models-sequential-design-sequentialdesign">
+<h1>bayesvalidrox.surrogate_models.sequential_design.SequentialDesign<a class="headerlink" href="#bayesvalidrox-surrogate-models-sequential-design-sequentialdesign" title="Link to this heading">¶</a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">bayesvalidrox.surrogate_models.sequential_design.</span></span><span class="sig-name descname"><span class="pre">SequentialDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">MetaMod</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ExpDes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">engine</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Contains options for choosing the next training sample iteratively.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__">
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">MetaMod</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ExpDes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">engine</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<p class="rubric">Methods</p>
+<div class="table-wrapper autosummary longtable docutils container">
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__init__</span></code></a>(MetaMod, Model, ExpDes, engine[, ...])</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample"><code class="xref py py-obj docutils literal notranslate"><span class="pre">choose_next_sample</span></code></a>([sigma2, n_candidates, var])</p></td>
+<td><p>Runs optimal sequential design.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dual_annealing</span></code></a>(method, Bounds, sigma2Dict, ...)</p></td>
+<td><p>Exploration algorithm to find the optimum parameter space.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func"><code class="xref py py-obj docutils literal notranslate"><span class="pre">run_util_func</span></code></a>(method, candidates, index[, ...])</p></td>
+<td><p>Runs the utility function based on the given method.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start_seqdesign</span></code></a>()</p></td>
+<td><p>Do all the preparations that need to be run before the actual training</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tradeoff_weights</span></code></a>(tradeoff_scheme, old_EDX, ...)</p></td>
+<td><p>Calculates weights for exploration scores based on the requested scheme: <cite>None</cite>, <cite>equal</cite>, <cite>epsilon-decreasing</cite> and <cite>adaptive</cite>.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_AlphOptDesign</span></code></a>(candidates[, var])</p></td>
+<td><p>Enriches the Experimental design with the requested alphabetic criterion based on exploring the space with number of sampling points.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_BayesianActiveDesign</span></code></a>(y_hat, std, sigma2Dict)</p></td>
+<td><p>Computes scores based on Bayesian active design criterion (var).</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_BayesianDesign</span></code></a>(X_can, X_MC, sigma2Dict)</p></td>
+<td><p>Computes scores based on Bayesian sequential design criterion (var).</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">util_VarBasedDesign</span></code></a>(X_can, index[, util_func])</p></td>
+<td><p>Computes the exploitation scores based on: active learning MacKay(ALM) and active learning Cohn (ALC) Paper: Sequential Design with Mutual Information for Computer Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas (2016)</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample">
+<span class="sig-name descname"><span class="pre">choose_next_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_candidates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample" title="Link to this definition">¶</a></dt>
+<dd><p>Runs optimal sequential design.</p>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>sigma2<span class="classifier">dict, optional</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2). The
+default is None.</p>
+</dd>
+<dt>n_candidates<span class="classifier">int, optional</span></dt><dd><p>Number of candidate samples. The default is 5.</p>
+</dd>
+<dt>var<span class="classifier">string, optional</span></dt><dd><p>Utility function. The default is None. # TODO: default is set to DKL, not none</p>
+</dd>
+</dl>
+</section>
+<section id="raises">
+<h2>Raises<a class="headerlink" href="#raises" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>NameError</dt><dd><p>Wrong utility function.</p>
+</dd>
+</dl>
+</section>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>Xnew<span class="classifier">array (n_samples, n_params)</span></dt><dd><p>Selected new training point(s).</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing">
+<span class="sig-name descname"><span class="pre">dual_annealing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Bounds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Run_No</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing" title="Link to this definition">¶</a></dt>
+<dd><p>Exploration algorithm to find the optimum parameter space.</p>
+<section id="id1">
+<h2>Parameters<a class="headerlink" href="#id1" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>method<span class="classifier">string</span></dt><dd><p>Exploitation method: <cite>VarOptDesign</cite>, <cite>BayesActDesign</cite> and
+<cite>BayesOptDesign</cite>.</p>
+</dd>
+</dl>
+<p># TODO: BayesActDesign has no corresponding function call in this function!
+Bounds : list of tuples</p>
+<blockquote>
+<div><p>List of lower and upper boundaries of parameters.</p>
+</div></blockquote>
+<dl class="simple">
+<dt>sigma2Dict<span class="classifier">dict</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2).</p>
+</dd>
+</dl>
+<p>var : unknown
+Run_No : int</p>
+<blockquote>
+<div><p>Run number.</p>
+</div></blockquote>
+<dl class="simple">
+<dt>verbose<span class="classifier">bool, optional</span></dt><dd><p>Print out a summary. The default is False.</p>
+</dd>
+</dl>
+</section>
+<section id="id2">
+<h2>Returns<a class="headerlink" href="#id2" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>Run_No<span class="classifier">int</span></dt><dd><p>Run number.</p>
+</dd>
+<dt>array</dt><dd><p>Optimial candidate.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func">
+<span class="sig-name descname"><span class="pre">run_util_func</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_MC</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func" title="Link to this definition">¶</a></dt>
+<dd><p>Runs the utility function based on the given method.</p>
+<section id="id3">
+<h2>Parameters<a class="headerlink" href="#id3" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>method<span class="classifier">string</span></dt><dd><p>Exploitation method: <cite>VarOptDesign</cite>, <cite>BayesActDesign</cite> and
+<cite>BayesOptDesign</cite>.</p>
+</dd>
+<dt>candidates<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>All candidate parameter sets.</p>
+</dd>
+<dt>index<span class="classifier">int</span></dt><dd><p>ExpDesign index.</p>
+</dd>
+<dt>sigma2Dict<span class="classifier">dict, optional</span></dt><dd><p>A dictionary containing the measurement errors (sigma^2). The
+default is None.</p>
+</dd>
+<dt>var<span class="classifier">string, optional</span></dt><dd><p>Utility function. The default is None.</p>
+</dd>
+<dt>X_MC<span class="classifier">TYPE, optional</span></dt><dd><p>DESCRIPTION. The default is None.</p>
+</dd>
+</dl>
+</section>
+<section id="id4">
+<h2>Returns<a class="headerlink" href="#id4" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>index<span class="classifier">TYPE</span></dt><dd><p>DESCRIPTION.</p>
+</dd>
+<dt>List</dt><dd><p>Scores.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign">
+<span class="sig-name descname"><span class="pre">start_seqdesign</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign" title="Link to this definition">¶</a></dt>
+<dd><p>Do all the preparations that need to be run before the actual training</p>
+<section id="id5">
+<h2>Returns<a class="headerlink" href="#id5" title="Link to this heading">¶</a></h2>
+<p>None</p>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights">
+<span class="sig-name descname"><span class="pre">tradeoff_weights</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tradeoff_scheme</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_EDX</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_EDY</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights" title="Link to this definition">¶</a></dt>
+<dd><p>Calculates weights for exploration scores based on the requested
+scheme: <cite>None</cite>, <cite>equal</cite>, <cite>epsilon-decreasing</cite> and <cite>adaptive</cite>.</p>
+<p><cite>None</cite>: No exploration.
+<cite>equal</cite>: Same weights for exploration and exploitation scores.
+<cite>epsilon-decreasing</cite>: Start with more exploration and increase the</p>
+<blockquote>
+<div><p>influence of exploitation along the way with an exponential decay
+function</p>
+</div></blockquote>
+<dl class="simple">
+<dt><cite>adaptive</cite>: An adaptive method based on:</dt><dd><p>Liu, Haitao, Jianfei Cai, and Yew-Soon Ong. “An adaptive sampling
+approach for Kriging metamodeling by maximizing expected prediction
+error.†Computers & Chemical Engineering 106 (2017): 171-182.</p>
+</dd>
+</dl>
+<section id="id6">
+<h2>Parameters<a class="headerlink" href="#id6" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>tradeoff_scheme<span class="classifier">string</span></dt><dd><p>Trade-off scheme for exloration and exploitation scores.</p>
+</dd>
+<dt>old_EDX<span class="classifier">array (n_samples, n_params)</span></dt><dd><p>Old experimental design (training points).</p>
+</dd>
+<dt>old_EDY<span class="classifier">dict</span></dt><dd><p>Old model responses (targets).</p>
+</dd>
+</dl>
+</section>
+<section id="id7">
+<h2>Returns<a class="headerlink" href="#id7" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>exploration_weight<span class="classifier">float</span></dt><dd><p>Exploration weight.</p>
+</dd>
+<dt>exploitation_weight: float</dt><dd><p>Exploitation weight.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign">
+<span class="sig-name descname"><span class="pre">util_AlphOptDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">candidates</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'D-Opt'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Enriches the Experimental design with the requested alphabetic
+criterion based on exploring the space with number of sampling points.</p>
+<p>Ref: Hadigol, M., & Doostan, A. (2018). Least squares polynomial chaos
+expansion: A review of sampling strategies., Computer Methods in
+Applied Mechanics and Engineering, 332, 382-407.</p>
+<section id="arguments">
+<h2>Arguments<a class="headerlink" href="#arguments" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>candidates<span class="classifier">int?</span></dt><dd><p>Number of candidate points to be searched</p>
+</dd>
+<dt>var<span class="classifier">string</span></dt><dd><p>Alphabetic optimality criterion</p>
+</dd>
+</dl>
+</section>
+<section id="id8">
+<h2>Returns<a class="headerlink" href="#id8" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>X_new<span class="classifier">array of shape (1, n_params)</span></dt><dd><p>The new sampling location in the input space.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign">
+<span class="sig-name descname"><span class="pre">util_BayesianActiveDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_hat</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">std</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Computes scores based on Bayesian active design criterion (var).</p>
+<p>It is based on the following paper:
+Oladyshkin, Sergey, Farid Mohammadi, Ilja Kroeker, and Wolfgang Nowak.
+“Bayesian3 active learning for the gaussian process emulator using
+information theory.†Entropy 22, no. 8 (2020): 890.</p>
+<section id="id9">
+<h2>Parameters<a class="headerlink" href="#id9" title="Link to this heading">¶</a></h2>
+<p>y_hat : unknown
+std : unknown
+sigma2Dict : dict</p>
+<blockquote>
+<div><p>A dictionary containing the measurement errors (sigma^2).</p>
+</div></blockquote>
+<dl class="simple">
+<dt>var<span class="classifier">string, optional</span></dt><dd><p>BAL design criterion. The default is ‘DKL’.</p>
+</dd>
+</dl>
+</section>
+<section id="id10">
+<h2>Returns<a class="headerlink" href="#id10" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>float</dt><dd><p>Score.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign">
+<span class="sig-name descname"><span class="pre">util_BayesianDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_can</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_MC</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma2Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">var</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'DKL'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Computes scores based on Bayesian sequential design criterion (var).</p>
+<section id="id11">
+<h2>Parameters<a class="headerlink" href="#id11" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>X_can<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>Candidate samples.</p>
+</dd>
+</dl>
+<p>X_MC : unknown
+sigma2Dict : dict</p>
+<blockquote>
+<div><p>A dictionary containing the measurement errors (sigma^2).</p>
+</div></blockquote>
+<dl class="simple">
+<dt>var<span class="classifier">string, optional</span></dt><dd><p>Bayesian design criterion. The default is ‘DKL’.</p>
+</dd>
+</dl>
+</section>
+<section id="id12">
+<h2>Returns<a class="headerlink" href="#id12" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>float</dt><dd><p>Score.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign">
+<span class="sig-name descname"><span class="pre">util_VarBasedDesign</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_can</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">util_func</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'Entropy'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign" title="Link to this definition">¶</a></dt>
+<dd><p>Computes the exploitation scores based on:
+active learning MacKay(ALM) and active learning Cohn (ALC)
+Paper: Sequential Design with Mutual Information for Computer
+Experiments (MICE): Emulation of a Tsunami Model by Beck and Guillas
+(2016)</p>
+<section id="id13">
+<h2>Parameters<a class="headerlink" href="#id13" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>X_can<span class="classifier">array of shape (n_samples, n_params)</span></dt><dd><p>Candidate samples.</p>
+</dd>
+<dt>index<span class="classifier">int</span></dt><dd><p>Model output index.</p>
+</dd>
+<dt>util_func<span class="classifier">string, optional</span></dt><dd><p>Exploitation utility function. The default is ‘Entropy’.</p>
+</dd>
+</dl>
+</section>
+<section id="id14">
+<h2>Returns<a class="headerlink" href="#id14" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>float</dt><dd><p>Score.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+
+ </article>
+ </div>
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+<li><a class="reference internal" href="#">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a><ul>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign</span></code></a><ul>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.__init__()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.choose_next_sample()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.dual_annealing()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.run_util_func()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.start_seqdesign()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.tradeoff_weights()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.util_AlphOptDesign()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.util_BayesianActiveDesign()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.util_BayesianDesign()</span></code></a></li>
+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign"><code class="docutils literal notranslate"><span class="pre">SequentialDesign.util_VarBasedDesign()</span></code></a></li>
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+<h1>bayesvalidrox.surrogate_models.sequential_design.hellinger_distance<a class="headerlink" href="#bayesvalidrox-surrogate-models-sequential-design-hellinger-distance" title="Link to this heading">¶</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance">
+<span class="sig-prename descclassname"><span class="pre">bayesvalidrox.surrogate_models.sequential_design.</span></span><span class="sig-name descname"><span class="pre">hellinger_distance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">P</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Q</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.hellinger_distance" title="Link to this definition">¶</a></dt>
+<dd><p>Hellinger distance between two continuous distributions.</p>
+<p>The maximum distance 1 is achieved when P assigns probability zero to
+every set to which Q assigns a positive probability, and vice versa.
+0 (identical) and 1 (maximally different)</p>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>P<span class="classifier">array</span></dt><dd><p>Reference likelihood.</p>
+</dd>
+<dt>Q<span class="classifier">array</span></dt><dd><p>Estimated likelihood.</p>
+</dd>
+</dl>
+</section>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>float</dt><dd><p>Hellinger distance of two distributions.</p>
+</dd>
+</dl>
+</section>
+</dd></dl>
+
+</section>
+
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+<span id="bayesvalidrox-surrogate-models-sequential-design"></span><h1>bayesvalidrox.surrogate_models.sequential_design<a class="headerlink" href="#module-bayesvalidrox.surrogate_models.sequential_design" title="Link to this heading">¶</a></h1>
+<p>Engine to train the surrogate</p>
+<p class="rubric">Functions</p>
+<div class="table-wrapper autosummary longtable docutils container">
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html#bayesvalidrox.surrogate_models.sequential_design.hellinger_distance" title="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hellinger_distance</span></code></a>(P, Q)</p></td>
+<td><p>Hellinger distance between two continuous distributions.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html#bayesvalidrox.surrogate_models.sequential_design.logpdf" title="bayesvalidrox.surrogate_models.sequential_design.logpdf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logpdf</span></code></a>(x, mean, cov)</p></td>
+<td><p>Computes the likelihood based on a multivariate normal distribution.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html#bayesvalidrox.surrogate_models.sequential_design.subdomain" title="bayesvalidrox.surrogate_models.sequential_design.subdomain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">subdomain</span></code></a>(Bounds, n_new_samples)</p></td>
+<td><p>Divides a domain defined by Bounds into subdomains.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<p class="rubric">Classes</p>
+<div class="table-wrapper autosummary longtable docutils container">
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign" title="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SequentialDesign</span></code></a>(MetaMod, Model, ExpDes, engine)</p></td>
+<td><p>Contains options for choosing the next training sample iteratively.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+
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+<h1>bayesvalidrox.surrogate_models.sequential_design.logpdf<a class="headerlink" href="#bayesvalidrox-surrogate-models-sequential-design-logpdf" title="Link to this heading">¶</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.logpdf">
+<span class="sig-prename descclassname"><span class="pre">bayesvalidrox.surrogate_models.sequential_design.</span></span><span class="sig-name descname"><span class="pre">logpdf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mean</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cov</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.logpdf" title="Link to this definition">¶</a></dt>
+<dd><p>Computes the likelihood based on a multivariate normal distribution.</p>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>x<span class="classifier">TYPE</span></dt><dd><p>DESCRIPTION.</p>
+</dd>
+<dt>mean<span class="classifier">array_like</span></dt><dd><p>Observation data.</p>
+</dd>
+<dt>cov<span class="classifier">2d array</span></dt><dd><p>Covariance matrix of the distribution.</p>
+</dd>
+</dl>
+</section>
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+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>log_lik<span class="classifier">float</span></dt><dd><p>Log likelihood.</p>
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+<h1>bayesvalidrox.surrogate_models.sequential_design.subdomain<a class="headerlink" href="#bayesvalidrox-surrogate-models-sequential-design-subdomain" title="Link to this heading">¶</a></h1>
+<dl class="py function">
+<dt class="sig sig-object py" id="bayesvalidrox.surrogate_models.sequential_design.subdomain">
+<span class="sig-prename descclassname"><span class="pre">bayesvalidrox.surrogate_models.sequential_design.</span></span><span class="sig-name descname"><span class="pre">subdomain</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">Bounds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_new_samples</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#bayesvalidrox.surrogate_models.sequential_design.subdomain" title="Link to this definition">¶</a></dt>
+<dd><p>Divides a domain defined by Bounds into subdomains.</p>
+<section id="parameters">
+<h2>Parameters<a class="headerlink" href="#parameters" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>Bounds<span class="classifier">list of tuples</span></dt><dd><p>List of lower and upper bounds.</p>
+</dd>
+<dt>n_new_samples<span class="classifier">int</span></dt><dd><p>Number of samples to divide the domain for.</p>
+</dd>
+</dl>
+</section>
+<section id="returns">
+<h2>Returns<a class="headerlink" href="#returns" title="Link to this heading">¶</a></h2>
+<dl class="simple">
+<dt>Subdomains<span class="classifier">List of tuples of tuples</span></dt><dd><p>Each tuple of tuples divides one set of bounds into n_new_samples parts.</p>
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+<li><a class="reference internal" href="#bayesvalidrox.surrogate_models.sequential_design.subdomain"><code class="docutils literal notranslate"><span class="pre">subdomain()</span></code></a></li>
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diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
index b19b79684..267d6832f 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
index 85883cb84..92e99cf29 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
index 4a66eb692..65ecb8ddd 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
index a38aa4e63..1024f6651 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5 current current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
index bb5eaba6c..a94aedc73 100644
--- a/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
+++ b/public/_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html
@@ -3,7 +3,7 @@
<head><meta charset="utf-8"/>
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<title>bayesvalidrox.surrogate_models.surrogate_models - bayesvalidrox 1.0.0 documentation</title>
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 current has-children current-page"><a class="current reference internal" href="#">bayesvalidrox.surrogate_models.surrogate_models</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -381,14 +385,14 @@
</div>
<svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
</a>
- <a class="prev-page" href="bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">
+ <a class="prev-page" href="bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">
<svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
<div class="page-info">
<div class="context">
<span>Previous</span>
</div>
- <div class="title">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</div>
+ <div class="title">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</div>
</div>
</a>
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst.txt
index 21a9e3480..00a9dcd93 100644
--- a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst.txt
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.Engine.rst.txt
@@ -17,19 +17,11 @@ bayesvalidrox.surrogate\_models.engine.Engine
.. autosummary::
~Engine.__init__
- ~Engine.choose_next_sample
- ~Engine.dual_annealing
~Engine.eval_metamodel
- ~Engine.run_util_func
~Engine.start_engine
- ~Engine.tradeoff_weights
~Engine.train_normal
~Engine.train_seq_design
~Engine.train_sequential
- ~Engine.util_AlphOptDesign
- ~Engine.util_BayesianActiveDesign
- ~Engine.util_BayesianDesign
- ~Engine.util_VarBasedDesign
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.rst.txt
index 43998aead..a73ff3387 100644
--- a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.rst.txt
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.engine.rst.txt
@@ -9,15 +9,6 @@ bayesvalidrox.surrogate\_models.engine
- .. rubric:: Functions
-
- .. autosummary::
- :toctree:
-
- hellinger_distance
- logpdf
- subdomain
-
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.rst.txt
index fbd49ba29..19ea84682 100644
--- a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.rst.txt
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.rst.txt
@@ -1,4 +1,4 @@
-bayesvalidrox.surrogate\_models
+bayesvalidrox.surrogate\_models
===============================
.. automodule:: bayesvalidrox.surrogate_models
@@ -41,5 +41,6 @@ bayesvalidrox.surrogate\_models
bayesvalidrox.surrogate_models.orthogonal_matching_pursuit
bayesvalidrox.surrogate_models.reg_fast_ard
bayesvalidrox.surrogate_models.reg_fast_laplace
+ bayesvalidrox.surrogate_models.sequential_design
bayesvalidrox.surrogate_models.surrogate_models
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst.txt
new file mode 100644
index 000000000..85bf390ce
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.rst.txt
@@ -0,0 +1,34 @@
+bayesvalidrox.surrogate\_models.sequential\_design.SequentialDesign
+===================================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autoclass:: SequentialDesign
+ :members:
+ :show-inheritance:
+ :inherited-members:
+
+
+ .. automethod:: __init__
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+
+ ~SequentialDesign.__init__
+ ~SequentialDesign.choose_next_sample
+ ~SequentialDesign.dual_annealing
+ ~SequentialDesign.run_util_func
+ ~SequentialDesign.start_seqdesign
+ ~SequentialDesign.tradeoff_weights
+ ~SequentialDesign.util_AlphOptDesign
+ ~SequentialDesign.util_BayesianActiveDesign
+ ~SequentialDesign.util_BayesianDesign
+ ~SequentialDesign.util_VarBasedDesign
+
+
+
+
+
+
\ No newline at end of file
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst.txt
new file mode 100644
index 000000000..e242998b2
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.rst.txt
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.hellinger\_distance
+======================================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: hellinger_distance
\ No newline at end of file
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst.txt
new file mode 100644
index 000000000..124f9a6d5
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.rst.txt
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.logpdf
+=========================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: logpdf
\ No newline at end of file
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst.txt
new file mode 100644
index 000000000..2e13f6766
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.rst.txt
@@ -0,0 +1,40 @@
+bayesvalidrox.surrogate\_models.sequential\_design
+==================================================
+
+.. automodule:: bayesvalidrox.surrogate_models.sequential_design
+
+
+
+
+
+
+
+ .. rubric:: Functions
+
+ .. autosummary::
+ :toctree:
+
+ hellinger_distance
+ logpdf
+ subdomain
+
+
+
+
+
+ .. rubric:: Classes
+
+ .. autosummary::
+ :toctree:
+ :template: custom-class-template.rst
+
+ SequentialDesign
+
+
+
+
+
+
+
+
+
diff --git a/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst.txt b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst.txt
new file mode 100644
index 000000000..abef419d3
--- /dev/null
+++ b/public/_sources/_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.rst.txt
@@ -0,0 +1,6 @@
+bayesvalidrox.surrogate\_models.sequential\_design.subdomain
+============================================================
+
+.. currentmodule:: bayesvalidrox.surrogate_models.sequential_design
+
+.. autofunction:: subdomain
\ No newline at end of file
diff --git a/public/_sources/bayes_description.rst.txt b/public/_sources/bayes_description.rst.txt
index 1c72a3e99..0cb36d10f 100644
--- a/public/_sources/bayes_description.rst.txt
+++ b/public/_sources/bayes_description.rst.txt
@@ -87,4 +87,35 @@ Then we run the inference.
>>> BayesObj.create_inference()
-If the output directory ``BayesObj.out_dir`` is not set otherwise, the outputs are written into the folder ``
\ No newline at end of file
+If the output directory ``BayesObj.out_dir`` is not set otherwise, the outputs are written into the folder ``Outputs_Bayes_model_Calib``.
+This folder includes the posterior distribution of the input parameters, as well as the predictions resulting from the mean of the posterior.
+For inference with MCMC, chain diagnostics are also written out in the console.
+
+.. container:: twocol
+
+ .. container:: leftside
+
+ .. code-block:: py
+
+ ---------------Posterior diagnostics---------------
+ Mean auto-correlation time: 2.057
+ Thin: 1
+ Burn-in: 4
+ Flat chain shape: (13380, 1)
+ Mean acceptance fraction*: 0.752
+ Gelman-Rubin Test**: [1.001]
+
+ * This value must lay between 0.234 and 0.5.
+ ** These values must be smaller than 1.1.
+ --------------------------------------------------
+
+ .. container:: rightside
+
+ .. image:: ../../examples/user_guide/Outputs_Bayes_model_Calib/Posterior_Dist_model_emulator.pdf
+ :width: 400
+ :alt: Posterior distribution of the input parameter
+
+ .. image:: ../../examples/user_guide/Outputs_Bayes_model_Calib/Post_Prior_Perd_model_emulator_A.pdf
+ :width: 400
+ :alt: Comparison of posterior prediction to the observation
+
\ No newline at end of file
diff --git a/public/_sources/bmc_description.rst.txt b/public/_sources/bmc_description.rst.txt
index 10e73bd1e..2ef20019c 100644
--- a/public/_sources/bmc_description.rst.txt
+++ b/public/_sources/bmc_description.rst.txt
@@ -1,7 +1,83 @@
Bayesian multi-model comparison
*******************************
+.. container:: twocol
-.. image:: ../diagrams/bayesian_model_comparison.png
- :width: 400
- :alt: UML diagram for classes related to Bayesian multi-model comparison.
+ .. container:: leftside
+
+ Bayesvalidrox provides three distinct methods to compare sets of models against each other given some observation of the outputs, Bayes' Factors, model weights and confusion matrices.
+ These are contained within the class :any:`bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison` and can be called one-at-a-time with their respective functions, or consecutively with the function ``model_comparison_all()``.
+
+
+ .. container:: rightside
+
+ .. image:: ../diagrams/bayesian_model_comparison.png
+ :width: 400
+ :alt: UML diagram for classes related to Bayesian multi-model comparison.
+
+
+Example
+=======
+To perform model comparison, we first need to define the set of competing models.
+For this, we create an additional model in the file ``model2.py`` based on the example model from :any:`model_description`.
+
+>>> def model2(samples, x_values):
+>>> poly = samples[0]*np.power(x_values, 3)
+>>> outputs = {'A': poly, 'x_values': x_values}
+>>> return outputs
+
+Then we can build another surrogate for this model, following the same code as for the surrogate in :any:`surrogate_description`.
+
+>>> Model2 = PyLinkForwardModel()
+>>> Model2.link_type = 'Function'
+>>> Model2.py_file = 'model2'
+>>> Model2.name = 'model2'
+>>> Model2.Output.names = ['A']
+>>> Model2.func_args = {'x_values': x_values}
+>>> Model2.store = False
+
+>>> MetaMod2 = MetaModel(Inputs)
+>>> MetaMod2.meta_model_type = 'aPCE'
+>>> MetaMod2.pce_reg_method = 'FastARD'
+>>> MetaMod2.pce_deg = 3
+>>> MetaMod2.pce_q_norm = 1
+
+>>> ExpDesign2 = ExpDesigns(Inputs)
+>>> ExpDesign2.n_init_samples = 30
+>>> ExpDesign2.sampling_method = 'random'
+
+>>> Engine_2 = Engine(MetaMod2, Model2, ExpDesign2)
+>>> Engine_2.train_normal()
+
+To perform model comparison we use the class :any:`bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison`.
+
+>>> from bayesvalidrox import BayesModelComparison`
+
+We collect the engines that should be compared in a dictionary, and assign them names.
+
+>>> meta_models = {
+>>> "linear": Engine_,
+>>> "degthree": Engine_2
+>>> }
+
+Then we create an object of class ``BayesModelComparison``.
+
+>>> BayesOpts = BayesModelComparison()
+
+As the comparison uses the class :any:`bayesvalidrox.bayes_inference.bayes_inference.BayesInference`, we can also set the properties for this class as well.
+These are collected in a dictionary and given to the function calls that perform the model comparison.
+In this example we use the following settings.
+
+>>> opts_bootstrap = {
+>>> "bootstrap": True,
+>>> "n_samples": 100,
+>>> "Discrepancy": DiscrepancyOpts,
+>>> "emulator": True,
+>>> "plot_post_pred": False
+>>> }
+
+Now we can run the full model comparison.
+
+>>> output_dict = BayesOpts.model_comparison_all(meta_models, opts_bootstrap)
+
+The created plots are saved in the folder `Outputs_Comparison`.
diff --git a/public/al_description.html b/public/al_description.html
index e3cde5ecd..32fda4d90 100644
--- a/public/al_description.html
+++ b/public/al_description.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/analyticalfunction.html b/public/analyticalfunction.html
index 799f0350a..c1cec1cff 100644
--- a/public/analyticalfunction.html
+++ b/public/analyticalfunction.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/api.html b/public/api.html
index 7f918265a..61edd32a2 100644
--- a/public/api.html
+++ b/public/api.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/bayes_description.html b/public/bayes_description.html
index 7a9339266..09045e6aa 100644
--- a/public/bayes_description.html
+++ b/public/bayes_description.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -421,7 +425,30 @@ For this example we use the python package <code class="docutils literal notrans
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">BayesObj</span><span class="o">.</span><span class="n">create_inference</span><span class="p">()</span>
</pre></div>
</div>
-<p>If the output directory <code class="docutils literal notranslate"><span class="pre">BayesObj.out_dir</span></code> is not set otherwise, the outputs are written into the folder ``</p>
+<p>If the output directory <code class="docutils literal notranslate"><span class="pre">BayesObj.out_dir</span></code> is not set otherwise, the outputs are written into the folder <code class="docutils literal notranslate"><span class="pre">Outputs_Bayes_model_Calib</span></code>.
+This folder includes the posterior distribution of the input parameters, as well as the predictions resulting from the mean of the posterior.
+For inference with MCMC, chain diagnostics are also written out in the console.</p>
+<div class="twocol docutils container">
+<div class="leftside docutils container">
+<div class="highlight-py notranslate"><div class="highlight"><pre><span></span><span class="o">---------------</span><span class="n">Posterior</span> <span class="n">diagnostics</span><span class="o">---------------</span>
+<span class="n">Mean</span> <span class="n">auto</span><span class="o">-</span><span class="n">correlation</span> <span class="n">time</span><span class="p">:</span> <span class="mf">2.057</span>
+<span class="n">Thin</span><span class="p">:</span> <span class="mi">1</span>
+<span class="n">Burn</span><span class="o">-</span><span class="ow">in</span><span class="p">:</span> <span class="mi">4</span>
+<span class="n">Flat</span> <span class="n">chain</span> <span class="n">shape</span><span class="p">:</span> <span class="p">(</span><span class="mi">13380</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">Mean</span> <span class="n">acceptance</span> <span class="n">fraction</span><span class="o">*</span><span class="p">:</span> <span class="mf">0.752</span>
+<span class="n">Gelman</span><span class="o">-</span><span class="n">Rubin</span> <span class="n">Test</span><span class="o">**</span><span class="p">:</span> <span class="p">[</span><span class="mf">1.001</span><span class="p">]</span>
+
+<span class="o">*</span> <span class="n">This</span> <span class="n">value</span> <span class="n">must</span> <span class="n">lay</span> <span class="n">between</span> <span class="mf">0.234</span> <span class="ow">and</span> <span class="mf">0.5</span><span class="o">.</span>
+<span class="o">**</span> <span class="n">These</span> <span class="n">values</span> <span class="n">must</span> <span class="n">be</span> <span class="n">smaller</span> <span class="n">than</span> <span class="mf">1.1</span><span class="o">.</span>
+<span class="o">--------------------------------------------------</span>
+</pre></div>
+</div>
+</div>
+<div class="rightside docutils container">
+<a class="reference internal image-reference" href="_images/Posterior_Dist_model_emulator.pdf"><img alt="Posterior distribution of the input parameter" src="_images/Posterior_Dist_model_emulator.pdf" style="width: 400px;" /></a>
+<a class="reference internal image-reference" href="_images/Post_Prior_Perd_model_emulator_A.pdf"><img alt="Comparison of posterior prediction to the observation" src="_images/Post_Prior_Perd_model_emulator_A.pdf" style="width: 400px;" /></a>
+</div>
+</div>
</section>
</section>
diff --git a/public/beam.html b/public/beam.html
index 64c4a4c02..eca8e84fa 100644
--- a/public/beam.html
+++ b/public/beam.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/bmc_description.html b/public/bmc_description.html
index 03d4552b2..f406cd5fc 100644
--- a/public/bmc_description.html
+++ b/public/bmc_description.html
@@ -141,7 +141,7 @@
<svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
</button>
</div>
- <label class="toc-overlay-icon toc-header-icon no-toc" for="__toc">
+ <label class="toc-overlay-icon toc-header-icon" for="__toc">
<div class="visually-hidden">Toggle table of contents sidebar</div>
<i class="icon"><svg><use href="#svg-toc"></use></svg></i>
</label>
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
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@@ -330,7 +334,7 @@
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@@ -338,7 +342,84 @@
<article role="main">
<section id="bayesian-multi-model-comparison">
<h1>Bayesian multi-model comparison<a class="headerlink" href="#bayesian-multi-model-comparison" title="Link to this heading">¶</a></h1>
+<div class="twocol docutils container">
+<div class="leftside docutils container">
+<p>Bayesvalidrox provides three distinct methods to compare sets of models against each other given some observation of the outputs, Bayes’ Factors, model weights and confusion matrices.
+These are contained within the class <a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html#bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison" title="bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison</span></code></a> and can be called one-at-a-time with their respective functions, or consecutively with the function <code class="docutils literal notranslate"><span class="pre">model_comparison_all()</span></code>.</p>
+</div>
+<div class="rightside docutils container">
<a class="reference internal image-reference" href="_images/bayesian_model_comparison.png"><img alt="UML diagram for classes related to Bayesian multi-model comparison." src="_images/bayesian_model_comparison.png" style="width: 400px;" /></a>
+</div>
+</div>
+<section id="example">
+<h2>Example<a class="headerlink" href="#example" title="Link to this heading">¶</a></h2>
+<p>To perform model comparison, we first need to define the set of competing models.
+For this, we create an additional model in the file <code class="docutils literal notranslate"><span class="pre">model2.py</span></code> based on the example model from <a class="reference internal" href="model_description.html"><span class="doc">Models</span></a>.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="k">def</span> <span class="nf">model2</span><span class="p">(</span><span class="n">samples</span><span class="p">,</span> <span class="n">x_values</span><span class="p">):</span>
+<span class="gp">>>> </span> <span class="n">poly</span> <span class="o">=</span> <span class="n">samples</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">power</span><span class="p">(</span><span class="n">x_values</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+<span class="gp">>>> </span> <span class="n">outputs</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'A'</span><span class="p">:</span> <span class="n">poly</span><span class="p">,</span> <span class="s1">'x_values'</span><span class="p">:</span> <span class="n">x_values</span><span class="p">}</span>
+<span class="gp">>>> </span> <span class="k">return</span> <span class="n">outputs</span>
+</pre></div>
+</div>
+<p>Then we can build another surrogate for this model, following the same code as for the surrogate in <a class="reference internal" href="surrogate_description.html"><span class="doc">Training surrogate models</span></a>.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">Model2</span> <span class="o">=</span> <span class="n">PyLinkForwardModel</span><span class="p">()</span>
+<span class="gp">>>> </span><span class="n">Model2</span><span class="o">.</span><span class="n">link_type</span> <span class="o">=</span> <span class="s1">'Function'</span>
+<span class="gp">>>> </span><span class="n">Model2</span><span class="o">.</span><span class="n">py_file</span> <span class="o">=</span> <span class="s1">'model2'</span>
+<span class="gp">>>> </span><span class="n">Model2</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s1">'model2'</span>
+<span class="gp">>>> </span><span class="n">Model2</span><span class="o">.</span><span class="n">Output</span><span class="o">.</span><span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'A'</span><span class="p">]</span>
+<span class="gp">>>> </span><span class="n">Model2</span><span class="o">.</span><span class="n">func_args</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'x_values'</span><span class="p">:</span> <span class="n">x_values</span><span class="p">}</span>
+<span class="gp">>>> </span><span class="n">Model2</span><span class="o">.</span><span class="n">store</span> <span class="o">=</span> <span class="kc">False</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">MetaMod2</span> <span class="o">=</span> <span class="n">MetaModel</span><span class="p">(</span><span class="n">Inputs</span><span class="p">)</span>
+<span class="gp">>>> </span><span class="n">MetaMod2</span><span class="o">.</span><span class="n">meta_model_type</span> <span class="o">=</span> <span class="s1">'aPCE'</span>
+<span class="gp">>>> </span><span class="n">MetaMod2</span><span class="o">.</span><span class="n">pce_reg_method</span> <span class="o">=</span> <span class="s1">'FastARD'</span>
+<span class="gp">>>> </span><span class="n">MetaMod2</span><span class="o">.</span><span class="n">pce_deg</span> <span class="o">=</span> <span class="mi">3</span>
+<span class="gp">>>> </span><span class="n">MetaMod2</span><span class="o">.</span><span class="n">pce_q_norm</span> <span class="o">=</span> <span class="mi">1</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">ExpDesign2</span> <span class="o">=</span> <span class="n">ExpDesigns</span><span class="p">(</span><span class="n">Inputs</span><span class="p">)</span>
+<span class="gp">>>> </span><span class="n">ExpDesign2</span><span class="o">.</span><span class="n">n_init_samples</span> <span class="o">=</span> <span class="mi">30</span>
+<span class="gp">>>> </span><span class="n">ExpDesign2</span><span class="o">.</span><span class="n">sampling_method</span> <span class="o">=</span> <span class="s1">'random'</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">Engine_2</span> <span class="o">=</span> <span class="n">Engine</span><span class="p">(</span><span class="n">MetaMod2</span><span class="p">,</span> <span class="n">Model2</span><span class="p">,</span> <span class="n">ExpDesign2</span><span class="p">)</span>
+<span class="gp">>>> </span><span class="n">Engine_2</span><span class="o">.</span><span class="n">train_normal</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>To perform model comparison we use the class <a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison.html#bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison" title="bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.bayes_inference.bayes_model_comparison.BayesModelComparison</span></code></a>.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span>>>> from bayesvalidrox import BayesModelComparison`
+</pre></div>
+</div>
+<p>We collect the engines that should be compared in a dictionary, and assign them names.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">meta_models</span> <span class="o">=</span> <span class="p">{</span>
+<span class="gp">>>> </span> <span class="s2">"linear"</span><span class="p">:</span> <span class="n">Engine_</span><span class="p">,</span>
+<span class="gp">>>> </span> <span class="s2">"degthree"</span><span class="p">:</span> <span class="n">Engine_2</span>
+<span class="gp">>>> </span> <span class="p">}</span>
+</pre></div>
+</div>
+<p>Then we create an object of class <code class="docutils literal notranslate"><span class="pre">BayesModelComparison</span></code>.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">BayesOpts</span> <span class="o">=</span> <span class="n">BayesModelComparison</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>As the comparison uses the class <a class="reference internal" href="_autosummary/bayesvalidrox.bayes_inference.bayes_inference.BayesInference.html#bayesvalidrox.bayes_inference.bayes_inference.BayesInference" title="bayesvalidrox.bayes_inference.bayes_inference.BayesInference"><code class="xref any py py-class docutils literal notranslate"><span class="pre">bayesvalidrox.bayes_inference.bayes_inference.BayesInference</span></code></a>, we can also set the properties for this class as well.
+These are collected in a dictionary and given to the function calls that perform the model comparison.
+In this example we use the following settings.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">opts_bootstrap</span> <span class="o">=</span> <span class="p">{</span>
+<span class="gp">>>> </span> <span class="s2">"bootstrap"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+<span class="gp">>>> </span> <span class="s2">"n_samples"</span><span class="p">:</span> <span class="mi">100</span><span class="p">,</span>
+<span class="gp">>>> </span> <span class="s2">"Discrepancy"</span><span class="p">:</span> <span class="n">DiscrepancyOpts</span><span class="p">,</span>
+<span class="gp">>>> </span> <span class="s2">"emulator"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
+<span class="gp">>>> </span> <span class="s2">"plot_post_pred"</span><span class="p">:</span> <span class="kc">False</span>
+<span class="gp">>>> </span> <span class="p">}</span>
+</pre></div>
+</div>
+<p>Now we can run the full model comparison.</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">output_dict</span> <span class="o">=</span> <span class="n">BayesOpts</span><span class="o">.</span><span class="n">model_comparison_all</span><span class="p">(</span><span class="n">meta_models</span><span class="p">,</span> <span class="n">opts_bootstrap</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>The created plots are saved in the folder <cite>Outputs_Comparison</cite>.</p>
+</section>
</section>
</article>
@@ -384,9 +465,28 @@
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+ <div class="toc-sticky toc-scroll">
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+ On this page
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+ <div class="toc-tree">
+ <ul>
+<li><a class="reference internal" href="#">Bayesian multi-model comparison</a><ul>
+<li><a class="reference internal" href="#example">Example</a></li>
+</ul>
+</li>
+</ul>
+
+ </div>
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@@ -239,9 +239,6 @@
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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@@ -239,9 +239,6 @@
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+</ul>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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</li>
@@ -287,7 +284,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -378,6 +382,8 @@
<li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html#bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.__init__">(bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD method)</a>
</li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html#bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.__init__">(bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace method)</a>
+</li>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.__init__">(bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.MetaModel.html#bayesvalidrox.surrogate_models.surrogate_models.MetaModel.__init__">(bayesvalidrox.surrogate_models.surrogate_models.MetaModel method)</a>
</li>
@@ -586,6 +592,13 @@
<ul>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">module</a>
+</li>
+ </ul></li>
+ <li>
+ bayesvalidrox.surrogate_models.sequential_design
+
+ <ul>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html#module-bayesvalidrox.surrogate_models.sequential_design">module</a>
</li>
</ul></li>
<li>
@@ -633,7 +646,7 @@
<li><a href="_autosummary/bayesvalidrox.surrogate_models.input_space.InputSpace.html#bayesvalidrox.surrogate_models.input_space.InputSpace.check_valid_inputs">(bayesvalidrox.surrogate_models.input_space.InputSpace method)</a>
</li>
</ul></li>
- <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.choose_next_sample">choose_next_sample() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.choose_next_sample">choose_next_sample() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
@@ -671,7 +684,7 @@
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
- <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.dual_annealing">dual_annealing() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.dual_annealing">dual_annealing() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
</ul></td>
</tr></table>
@@ -802,7 +815,11 @@
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html#bayesvalidrox.surrogate_models.engine.hellinger_distance">hellinger_distance() (in module bayesvalidrox.surrogate_models.engine)</a>
+
+ <ul>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html#bayesvalidrox.surrogate_models.sequential_design.hellinger_distance">(in module bayesvalidrox.surrogate_models.sequential_design)</a>
</li>
+ </ul></li>
</ul></td>
</tr></table>
</section>
@@ -854,7 +871,11 @@
<li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html#bayesvalidrox.bayes_inference.mcmc.MCMC.log_prior">log_prior() (bayesvalidrox.bayes_inference.mcmc.MCMC method)</a>
</li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html#bayesvalidrox.surrogate_models.engine.logpdf">logpdf() (in module bayesvalidrox.surrogate_models.engine)</a>
+
+ <ul>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html#bayesvalidrox.surrogate_models.sequential_design.logpdf">(in module bayesvalidrox.surrogate_models.sequential_design)</a>
</li>
+ </ul></li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.html#bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit.loo_error">loo_error() (bayesvalidrox.surrogate_models.orthogonal_matching_pursuit.OrthogonalMatchingPursuit method)</a>
</li>
</ul></td>
@@ -926,6 +947,8 @@
<li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.html#module-bayesvalidrox.surrogate_models.reg_fast_ard">bayesvalidrox.surrogate_models.reg_fast_ard</a>
</li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace">bayesvalidrox.surrogate_models.reg_fast_laplace</a>
+</li>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html#module-bayesvalidrox.surrogate_models.sequential_design">bayesvalidrox.surrogate_models.sequential_design</a>
</li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html#module-bayesvalidrox.surrogate_models.surrogate_models">bayesvalidrox.surrogate_models.surrogate_models</a>
</li>
@@ -1052,7 +1075,7 @@
</li>
<li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html#bayesvalidrox.bayes_inference.mcmc.MCMC.run_sampler">run_sampler() (bayesvalidrox.bayes_inference.mcmc.MCMC method)</a>
</li>
- <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.run_util_func">run_util_func() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.run_util_func">run_util_func() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
</ul></td>
</tr></table>
@@ -1074,6 +1097,8 @@
<li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.html#bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD.score">(bayesvalidrox.surrogate_models.reg_fast_ard.RegressionFastARD method)</a>
</li>
</ul></li>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign">SequentialDesign (class in bayesvalidrox.surrogate_models.sequential_design)</a>
+</li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.html#bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression.set_params">set_params() (bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression method)</a>
<ul>
@@ -1117,9 +1142,15 @@
<li><a href="_autosummary/bayesvalidrox.post_processing.post_processing.PostProcessing.html#bayesvalidrox.post_processing.post_processing.PostProcessing.sobol_indices">sobol_indices() (bayesvalidrox.post_processing.post_processing.PostProcessing method)</a>
</li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.start_engine">start_engine() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+</li>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.start_seqdesign">start_seqdesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html#bayesvalidrox.surrogate_models.engine.subdomain">subdomain() (in module bayesvalidrox.surrogate_models.engine)</a>
+
+ <ul>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html#bayesvalidrox.surrogate_models.sequential_design.subdomain">(in module bayesvalidrox.surrogate_models.sequential_design)</a>
</li>
+ </ul></li>
</ul></td>
</tr></table>
</section>
@@ -1128,7 +1159,7 @@
<h2>T</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
- <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.tradeoff_weights">tradeoff_weights() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.tradeoff_weights">tradeoff_weights() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
<li><a href="_autosummary/bayesvalidrox.bayes_inference.mcmc.MCMC.html#bayesvalidrox.bayes_inference.mcmc.MCMC.train_error_model">train_error_model() (bayesvalidrox.bayes_inference.mcmc.MCMC method)</a>
</li>
@@ -1168,13 +1199,13 @@
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions.html#bayesvalidrox.surrogate_models.reg_fast_ard.update_precisions">update_precisions() (in module bayesvalidrox.surrogate_models.reg_fast_ard)</a>
</li>
- <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.util_AlphOptDesign">util_AlphOptDesign() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_AlphOptDesign">util_AlphOptDesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
- <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianActiveDesign">util_BayesianActiveDesign() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianActiveDesign">util_BayesianActiveDesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
- <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.util_BayesianDesign">util_BayesianDesign() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_BayesianDesign">util_BayesianDesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
- <li><a href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html#bayesvalidrox.surrogate_models.engine.Engine.util_VarBasedDesign">util_VarBasedDesign() (bayesvalidrox.surrogate_models.engine.Engine method)</a>
+ <li><a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html#bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.util_VarBasedDesign">util_VarBasedDesign() (bayesvalidrox.surrogate_models.sequential_design.SequentialDesign method)</a>
</li>
</ul></td>
</tr></table>
diff --git a/public/index.html b/public/index.html
index dcad29fd0..ec005c25c 100644
--- a/public/index.html
+++ b/public/index.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/input_description.html b/public/input_description.html
index 15276ff89..bd280c02a 100644
--- a/public/input_description.html
+++ b/public/input_description.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/ishigami.html b/public/ishigami.html
index dcf8bda0b..84037dab5 100644
--- a/public/ishigami.html
+++ b/public/ishigami.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/model_description.html b/public/model_description.html
index da41e4667..cc6d6cce5 100644
--- a/public/model_description.html
+++ b/public/model_description.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/modelcomparison.html b/public/modelcomparison.html
index 472be01bb..837581055 100644
--- a/public/modelcomparison.html
+++ b/public/modelcomparison.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
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diff --git a/public/ohaganfunction.html b/public/ohaganfunction.html
index e7b755875..b9ef9f589 100644
--- a/public/ohaganfunction.html
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@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
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<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/packagedescription.html b/public/packagedescription.html
index 875119c27..7e9332389 100644
--- a/public/packagedescription.html
+++ b/public/packagedescription.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
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@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
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+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/pollution.html b/public/pollution.html
index e7ae39a11..f1bed24b7 100644
--- a/public/pollution.html
+++ b/public/pollution.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/post_description.html b/public/post_description.html
index 33fa48a7a..ffe29253a 100644
--- a/public/post_description.html
+++ b/public/post_description.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/py-modindex.html b/public/py-modindex.html
index 9246a7ee0..68779e1c2 100644
--- a/public/py-modindex.html
+++ b/public/py-modindex.html
@@ -237,9 +237,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -287,7 +284,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
@@ -490,6 +494,12 @@
<a href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.html#module-bayesvalidrox.surrogate_models.reg_fast_laplace"><code class="xref">bayesvalidrox.surrogate_models.reg_fast_laplace</code></a></td><td>
<em></em></td>
</tr>
+ <tr class="cg-1">
+ <td></td>
+ <td>   
+ <a href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html#module-bayesvalidrox.surrogate_models.sequential_design"><code class="xref">bayesvalidrox.surrogate_models.sequential_design</code></a></td><td>
+ <em></em></td>
+ </tr>
<tr class="cg-1">
<td></td>
<td>   
diff --git a/public/search.html b/public/search.html
index 5e4d1ba20..68bb110a3 100644
--- a/public/search.html
+++ b/public/search.html
@@ -236,9 +236,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -286,7 +283,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/searchindex.js b/public/searchindex.js
index d6a472b6a..65862bbbd 100644
--- a/public/searchindex.js
+++ b/public/searchindex.js
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32, "surrog": [65, 68, 70, 72, 74, 76, 77, 79, 81, 82], "surrogate_model": [18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63], "tabl": 72, "theori": [], "tradeoff": 64, "train": [64, 65, 68, 70, 74, 76, 77, 79, 81, 82], "tutori": 82, "uncertainti": 82, "update_precis": 56, "user": 78, "valid": 72, "vblinearregress": 26, "within_rang": 17}})
\ No newline at end of file
+Search.setIndex({"alltitles": {"API": [[71, "api"]], "Active learning: iteratively expanding the training set": [[69, "active-learning-iteratively-expanding-the-training-set"]], "Arguments": [[42, "arguments"], [42, "id2"], [60, "arguments"]], "Attributes": [[3, "attributes"], [5, "attributes"], [7, "attributes"], [9, "attributes"], [13, "attributes"], [16, "attributes"], [25, "attributes"], [26, "attributes"], [39, "attributes"], [42, "attributes"], [47, "attributes"], [49, "attributes"], [50, "attributes"], [52, "attributes"], [55, "attributes"], [58, "attributes"], [65, "attributes"]], "Bayesian Inference": [[87, "bayesian-inference"]], "Bayesian inference": [[72, "bayesian-inference"]], "Bayesian multi-model comparison": [[74, "bayesian-multi-model-comparison"]], "Contribution": [[77, "contribution"]], "Define probabilistic input model": [[87, "define-probabilistic-input-model"]], "Define surrogate (meta) model": [[87, "define-surrogate-meta-model"]], "Define the data 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"bayesvalidrox.surrogate_models.adaptPlot.adaptPlot", "bayesvalidrox.surrogate_models.apoly_construction", "bayesvalidrox.surrogate_models.apoly_construction.apoly_construction", "bayesvalidrox.surrogate_models.bayes_linear", "bayesvalidrox.surrogate_models.bayes_linear.BayesianLinearRegression", "bayesvalidrox.surrogate_models.bayes_linear.EBLinearRegression", "bayesvalidrox.surrogate_models.bayes_linear.VBLinearRegression", "bayesvalidrox.surrogate_models.bayes_linear.gamma_mean", "bayesvalidrox.surrogate_models.engine", "bayesvalidrox.surrogate_models.engine.Engine", "bayesvalidrox.surrogate_models.engine.hellinger_distance", "bayesvalidrox.surrogate_models.engine.logpdf", "bayesvalidrox.surrogate_models.engine.subdomain", "bayesvalidrox.surrogate_models.eval_rec_rule", "bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule", "bayesvalidrox.surrogate_models.eval_rec_rule.eval_rec_rule_arbitrary", "bayesvalidrox.surrogate_models.eval_rec_rule.eval_univ_basis", 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-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
diff --git a/public/tutorial.html b/public/tutorial.html
index f4c941291..c8714239f 100644
--- a/public/tutorial.html
+++ b/public/tutorial.html
@@ -239,9 +239,6 @@
</ul>
</li>
<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.html">bayesvalidrox.surrogate_models.engine</a><input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" role="switch" type="checkbox"/><label for="toctree-checkbox-18"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.engine</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.hellinger_distance.html">bayesvalidrox.surrogate_models.engine.hellinger_distance</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.logpdf.html">bayesvalidrox.surrogate_models.engine.logpdf</a></li>
-<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.subdomain.html">bayesvalidrox.surrogate_models.engine.subdomain</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.engine.Engine.html">bayesvalidrox.surrogate_models.engine.Engine</a></li>
</ul>
</li>
@@ -289,7 +286,14 @@
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace.html">bayesvalidrox.surrogate_models.reg_fast_laplace.RegressionFastLaplace</a></li>
</ul>
</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.html">bayesvalidrox.surrogate_models.sequential_design</a><input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" role="switch" type="checkbox"/><label for="toctree-checkbox-28"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.sequential_design</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.hellinger_distance.html">bayesvalidrox.surrogate_models.sequential_design.hellinger_distance</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.logpdf.html">bayesvalidrox.surrogate_models.sequential_design.logpdf</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.subdomain.html">bayesvalidrox.surrogate_models.sequential_design.subdomain</a></li>
+<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.sequential_design.SequentialDesign.html">bayesvalidrox.surrogate_models.sequential_design.SequentialDesign</a></li>
+</ul>
+</li>
+<li class="toctree-l4 has-children"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.html">bayesvalidrox.surrogate_models.surrogate_models</a><input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" role="switch" type="checkbox"/><label for="toctree-checkbox-29"><div class="visually-hidden">Toggle navigation of bayesvalidrox.surrogate_models.surrogate_models</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error.html">bayesvalidrox.surrogate_models.surrogate_models.corr_loocv_error</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.create_psi.html">bayesvalidrox.surrogate_models.surrogate_models.create_psi</a></li>
<li class="toctree-l5"><a class="reference internal" href="_autosummary/bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator.html">bayesvalidrox.surrogate_models.surrogate_models.gaussian_process_emulator</a></li>
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