Bayesian Optimization via Simulation with Pairwise Sampling and Correlated Prior Beliefs

Jing Xie, Peter I. Frazier, Stephen E. Chick

Abstract: This paper addresses discrete optimization via simulation. We show that allowing for both a correlated prior distribution on the means (e.g., with discrete Kriging models) and sampling correlation ...