Exploiting Strategy-Space Diversity for Batch Bayesian Optimization

Sunil Gupta, Alistair Shilton, Santu Rana, Svetha Venkatesh

Abstract: This paper proposes a novel approach to batch Bayesian optimisation using a multi-objective optimisation framework with exploitation and exploration forming two objectives. The key advantage of thi...