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Created with Raphaël 2.2.026Feb252018121196543231Jan29282726242322191817161413129129Dec2826252413121152129Nov262524221918121176531Oct2924221918171514131210830Sep2423222018171615111043227Aug26242322212019181514121198765130Jul29282625232221201918171517May1614130Apr2928272622181716152127Mar2625242398763127Feb26252410987630Jan2523921Dec2019107628Nov29Oct262419[surrogate] changed badSample to badSampleIdx.[surrogate][ExpDesign] corrected random selection of candidates for vornoi cells.[surrogate][ExpDesign] corrected random selection of candidates for vornoi cells.[surrogate][ExpDesign] corrected random selection of candidates for vornoi cells.[surrogate][SeqDesign] modified Bayesian Utility function.changed plot rcParams[bayesinference] modified the measurement error in the predictive plot[bayesinference] modified the variance-covariance matrix definition.[BayesInference] modified the keystring in eval_Model function.[BayesInference] modified corner title format and solved figure issues.[PyLink] modified update parameter function to print the parameter values with 4 decimals.[plots] set figsave dpi to 500 in rcParams for matplotlib[bayesinference] modified the scripts.[bayesinference] modified the post_prior plot and adapted the outputdir name to the model.name.[bayesinference] modified the bayes inference class.[bayes] improve the x_values-not finished.[surrogate] modified MC for estimation of vornoi cell in Exploration class.[tests][CO2Benchamrk] modified the script and added new discrepancy error.[surrogate] CV-Vornoi method improved and added min dist from old design.[surrogate,bayes,tests] modified Fetzer test and modified the likelihood caluclations for both surrogate and bayes for multiple outputs.[tests][Fetzer] modified and made it run with normal PyLink module.[postprocessing] modified validplots for multiple outputs.[surrogate] newmethod checked and CO2Benchmark test script modified.[surrogate] modified SeqDesign.[surrogate] modified CO2Benchmark and Ishigami tests.[surrogate] added active learning schemes (ALM and ALC) and seperated Exploration and Exploitation methods.[surrogate] adapted LOOCV error to the type of RegMethod. Now it uses clf.predict to compute residuals[surrogate] checked SeqDesign scheme with slicing.[surrogate] modified the case where no feature in PSi is selected.[surrogate] mean_absolute_error instead of RMSE.[bayesinference] added corner plot for Posterior distribution.[bayesian] modified best estimate and tested with AnalyticFnc test.[surrogate] modified PosteriorSnapshot and added animation.py to generate movie.[surrogate] added animation for SeqDesign.[surrogatemodel] added expected value of variance to likelihood calculation.[bayesinference] added expected value of variance.[tests] modified CO2Benchmark.[surrogate] implemented q-norm basis (default=1).[surrogate] modified ARD and tested with analytical function and Ishigami tests.[surrogate] modified ARD and imporoved Ishigami test.