LABCAT: Locally adaptive Bayesian optimization using principal-component-aligned trust regions

E. Visser, C. E. van Daalen, J. C. Schoeman

Bayesian optimization (BO) is a popular method for optimizing expensive black-box functions. BO has several well-documented shortcomings, including computational slowdown with long…