most citedLearning Personalized Thermal Preferences via Bayesian Active Learning with Unimodality Constraints

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stat.ML2019

Learning Arbitrary Quantities of Interest from Expensive Black-Box Functions through Bayesian Sequential Optimal Design

Piyush Pandita, Nimish Awalgaonkar, Ilias Bilionis +1

Estimating arbitrary quantities of interest (QoIs) that are non-linear operators of complex, expensive-to-evaluate, black-box functions is a challenging problem due to missing doma…