On Uncertainty Estimation by Tree-based Surrogate Models in Sequential Model-based Optimization

Jungtaek Kim, Seungjin Choi

Sequential model-based optimization sequentially selects a candidate point by constructing a surrogate model with the history of evaluations, to solve a black-box optimization prob…