James Jensy Fernandez

Profile Bayesian optimization for expensive computer experiments

We propose a novel Bayesian optimization (BO) procedure aimed at identifying the “profile optima” of a deterministic black-box computer simulation that has a single control parameter and multiple nuisance parameters. The profile optima capture the optimal response values as a fun...