A Corrected Expected Improvement Acquisition Function Under Noisy Observations

Han Zhou, Xingchen Ma, Matthew B Blaschko

Sequential maximization of expected improvement (EI) is one of the most widely used policies in Bayesian optimization because of its simplicity and ability to handle noisy observat…