Urano Daisuke

Efficient Distributionally Robust Bayesian Optimization with Worst-case Sensitivity

In distributionally robust Bayesian optimization (DRBO), an exact computation of the worst-case expected value requires solving an expensive convex optimization problem. We develop a fast approximation of the worst-case expected value based on the notion of worst-case sensitivity that caters to arbi…