Max-value Entropy Search for Efficient Bayesian Optimization

Zi Wang, Stefanie Jegelka

Abstract: Entropy Search (ES) and Predictive Entropy Search (PES) are popular and empirically successful Bayesian Optimization techniques. Both rely on a compelling information-theoretic motivation, and maxi...