Bayesian Optimization of Composite Functions

Raul Astudillo, Peter I. Frazier

Abstract: We consider optimization of composite objective functions, i.e., of the form $f(x)=g(h(x))$, where $h$ is a black-box derivative-free expensive-to-evaluate function with vector-valued outputs, and ...