Bayesian Optimization Using Monotonicity Information and Its Application in Machine Learning Hyperparameter

Wenyi Wang, William J. Welch

We propose an algorithm for a family of optimization problems where the objective can be decomposed as a sum of functions with monotonicity properties. The motivating problem is op…