Juergen Branke

Bayesian Optimization with Preference Exploration using a Monotonic Neural Network Ensemble

Many real-world black-box optimization problems have multiple conflicting objectives. Rather than attempting to approximate the entire set of Pareto-optimal solutions, interactive preference learning, i.e., optimization with a decision maker in the loop, allows to focus the search on the most releva…