Kaifeng Yang

Probability Distribution of Hypervolume Improvement in Bi-objective Bayesian Optimization

Hypervolume improvement (HVI) is commonly employed in multi-objective Bayesian optimization algorithms to define acquisition functions due to its Pareto-compliant property. Rather than focusing on specific statistical moments of HVI, this work aims to provide the exact expression of HVI's probabilit…