Dealing with Integer-valued Variables in Bayesian Optimization with Gaussian Processes

Eduardo C. Garrido-Merchán, Daniel Hernández-Lobato

Bayesian optimization (BO) methods are useful for optimizing functions that are expensive to evaluate, lack an analytical expression and whose evaluations can be contaminated by no…