A stopping criterion for Bayesian optimization by the gap of expected minimum simple regrets

Hideaki Ishibashi, Masayuki Karasuyama, Ichiro Takeuchi, Hideitsu Hino. A stopping criterion for Bayesian optimization by the gap of expected minimum simple regrets. In Francisco J. R. Ruiz, Jennifer G. Dy, Jan-Willem van de Meent, editors, International Conference on Artificial Intelligence and Statistics, 25-27 April 2023, Palau de Congressos, Valencia, Spain. Volume 206 of Proceedings of Machine Learning Research, pages 6463-6497, PMLR, 2023. [doi]

Abstract

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