Batch Bayesian Optimization via Local Penalization

Javier González, Zhenwen Dai, Philipp Hennig, Neil D. Lawrence

Abstract: The popularity of Bayesian optimization methods for efficient exploration of parameter spaces has lead to a series of papers applying Gaussian processes as surrogates in the optimization of functio...