Parallel Gaussian Process Optimization with Upper Confidence Bound and Pure Exploration

Emile Contal, David Buffoni, Alexandre Robicquet +1

In this paper, we consider the challenge of maximizing an unknown function f for which evaluations are noisy and are acquired with high cost. An iterative procedure uses the previo…