Correcting boundary over-exploration deficiencies in Bayesian optimization with virtual derivative sign observations

Eero Siivola, Aki Vehtari, Jarno Vanhatalo +2

Bayesian optimization (BO) is a global optimization strategy designed to find the minimum of an expensive black-box function, typically defined on a compact subset of $\mathcal{R}^…