Bayesian Optimization with Preference Exploration using a Monotonic Neural Network Ensemble

Hanyang Wang, Juergen Branke, Matthias Poloczek

Many real-world black-box optimization problems have multiple conflicting objectives. Rather than attempting to approximate the entire set of Pareto-optimal solutions, interactive…