Differentiating the multipoint Expected Improvement for optimal batch design

Sébastien Marmin, Clément Chevalier, David Ginsbourger

This work deals with parallel optimization of expensive objective functions which are modeled as sample realizations of Gaussian processes. The study is formalized as a Bayesian op…