Adaptive Replication Strategies in Trust-Region-Based Bayesian Optimization of Stochastic Functions

Mickael Binois, Jeffrey Larson

We develop and analyze a method for stochastic simulation optimization based on Gaussian process models within a trust-region framework. We focus on settings where the variance of…