Maximizing acquisition functions for Bayesian optimization

James T. Wilson, Frank Hutter, Marc Peter Deisenroth

Bayesian optimization is a sample-efficient approach to global optimization that relies on theoretically motivated value heuristics (acquisition functions) to guide its search proc…