Scenario Approach for Robust Blackbox Optimization in the Bandit Setting

Shaunak D. Bopardikar, Vaibhav Srivastava

This paper discusses a scenario approach to robust optimization of a blackbox function in a bandit setting. We assume that the blackbox function can be modeled as a Gaussian Proces…