A supermartingale approach to Gaussian process based sequential design of experiments

Julien Bect, François Bachoc, David Ginsbourger

Gaussian process (GP) models have become a well-established frameworkfor the adaptive design of costly experiments, and notably of computerexperiments. GP-based sequential designs…