Bayesian Optimization with Expected Improvement: No Regret and the Choice of Incumbent

Jingyi Wang, Haowei Wang, Szu Hui Ng +1

Expected improvement (EI) is one of the most widely used acquisition functions in Bayesian optimization (BO). Despite its proven empirical success in applications, the cumulative r…