Wan Theng Ruth Chew

Optimistic Bayesian Optimization with Unknown Constraints

Though some research efforts have been dedicated to constrained Bayesian optimization (BO), there remains a notable absence of a principled approach with a theoretical performance guarantee in the decoupled setting. Such a setting involves independent evaluations of the objective function and constr…