The Value of Human Expertise
This work proposes an approach to evaluating policies that provides tighter performance guarantees if the decision maker's belief happens to be correct, and shows that if computing a policy's worst-case performance is a convex program, then the value of human expertise is equal to the minimax gap of a max-min problem.