physbo.search.score_multi module

physbo.search.score_multi.EHVI(fmean, fstd, pareto)

Calculate Expected Hyper-Volume Improvement (EHVI).

Reference: (Couckuyt et al., 2014) Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization

physbo.search.score_multi.HVPI(fmean, fstd, pareto)

Calculate Hypervolume-based Probability of Improvement (HVPI).

Reference: (Couckuyt et al., 2014) Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization

physbo.search.score_multi.TS(predictor_list, training_list, test, alpha=1, reduced_candidate_num=None)

physbo.search.score_multi.score(mode, predictor_list, test, training_list, **kwargs)