Learning Personalized Thermal Preferences via Bayesian Active Learning with Unimodality Constraints. - Nimish Awalgaonkar; Ilias Bilionis; Xiaoqi Liu; Panagiota Karava; Athanasios Tzempelikos (CoRR, 2019)

Learning Arbitrary Quantities of Interest from Expensive Black-Box Functions through Bayesian Sequential Optimal Design. - Piyush Pandita; Nimish Awalgaonkar; Ilias Bilionis; Jitesh H. Panchal (CoRR, 2019)