Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domains by Adaptive Discretization

Marco Rando, Luigi Carratino, Silvia Villa +1

Gaussian process optimization is a successful class of algorithms(e.g. GP-UCB) to optimize a black-box function through sequential evaluations. However, for functions with continuo…