Deterministic Global Optimization of the Acquisition Function in Bayesian Optimization: To Do or Not To Do?

Anastasia Georgiou, Daniel Jungen, Luise Kaven +4

Bayesian Optimization (BO) with Gaussian Processes relies on optimizing an acquisition function to determine sampling. We investigate the advantages and disadvantages of using a de…