Nonmyopic Gaussian Process Optimization with Macro-Actions

Dmitrii Kharkovskii, Chun Kai Ling, Bryan Kian Hsiang Low

Abstract: This paper presents a multi-staged approach to nonmyopic adaptive Gaussian process optimization (GPO) for Bayesian optimization (BO) of unknown, highly complex objective functions that, in contrast...