Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design

Koki Iwai, Yusuke Kumagae, Yuki Koyama +2

Preferential Bayesian optimization (PBO) is a variant of Bayesian optimization that observes relative preferences (e.g., pairwise comparisons) instead of direct objective values, m…