DT-PBO: an Interpretable Tree-based Surrogate Model for Preferential Bayesian Optimization

Nick Leenders, Thomas Quadt, Boris Cule +4

Preferential Bayesian Optimization (PBO) aims to find a decision-maker's most preferred solution in as few pairwise comparisons as possible. Existing approaches rely on Gaussian Pr…