Practical Bayesian Optimization for Variable Cost Objectives

Mark McLeod, Michael A. Osborne, Stephen J. Roberts

We propose a novel Bayesian Optimization approach for black-box functions with an environmental variable whose value determines the tradeoff between evaluation cost and the fidelit…