A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations

Biswajit Paria, Kirthevasan Kandasamy, Barnabás Póczos

Abstract: Many real world applications can be framed as multi-objective optimization problems, where we wish to simultaneously optimize for multiple criteria. Bayesian optimization techniques for the multi-o...