Local Bayesian optimization via maximizing probability of descent Quan Nguyen 1 Kaiwen Wu2 Jacob R. Gardner 2 Roman Garnett 1 1

This observation then inspires an elegant optimization scheme seeking to maximize the probability of descent while moving in the direction of most-probable descent.