Additive Tree-Structured Covariance Function for Conditional Parameter Spaces in Bayesian Optimization

Xingchen Ma, Matthew B. Blaschko

Abstract: Bayesian optimization (BO) is a sample-efficient global optimization algorithm for black-box functions which are expensive to evaluate. Existing literature on model based optimization in conditiona...