Bayesian Optimization by Kernel Regression and Density-based Exploration

Tansheng Zhu, Hongyu Zhou, Ke Jin +3

Bayesian optimization is highly effective for optimizing expensive-to-evaluate black-box functions, but it faces significant computational challenges due to the cubic per-iteration…