Understanding an Acquisition Function Family for Bayesian Optimization

Jiajie Kong, Tony Pourmohamad, Herbert K. H. Lee

Bayesian optimization (BO) developed as an approach for the efficient optimization of expensive black-box functions without gradient information. A typical BO paper introduces a ne…