High-Dimensional Bayesian Optimization via Tree-Structured Additive Models

Eric Han, Ishank Arora, Jonathan Scarlett

Bayesian Optimization (BO) has shown significant success in tackling expensive low-dimensional black-box optimization problems. Many optimization problems of interest are high-dime…