Abstract: The focus of this talk is on decision-making rules that are designed to be min-max optimal. The decision-maker chooses a policy class (e.g. affine or even non-parametric classes) and chooses a member of the policy class by playing a (min-max) game against an adversary that chooses a probability distribution in a neighborhood of a baseline model. Both players want to optimize in opposite...