Joshua Hang Sai Ip

User Preference Meets Pareto-Optimality in Multi-Objective Bayesian Optimization

Incorporating user preferences into multi-objective Bayesian optimization (MOBO) allows for personalization of the op- timization procedure. Preferences are often abstracted in the form of an unknown utility function, estimated through pair- wise comparisons of potential outcomes. However, utility-d…