Masahiro Hamasaki

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design

Preferential Bayesian optimization (PBO) is a variant of Bayesian optimization that observes relative preferences (e.g., pairwise comparisons) instead of direct objective values, making it especially suitable for human-in-the-loop scenarios. However, real-world optimization tasks often involve inequ