KSOS-BO: Improving Sampling in Bayesian Optimization via Kernel Sum of Squares

Buqing Ou, Frederike Dümbgen

Bayesian Optimization (BO) is an effective framework for globally optimizing functions whose evaluations are expensive. It is particularly effective for optimizing functions define…