Consider a setting in which policy maker assigns subjects to treatments, observing each outcome before the next subject arrives. Initially, it is unknown treatment best, but sequential nature of problem permits learning about effectiveness treatments. While multi-armed-bandit literature has shed much light on situation when compares treatments through their mean, less known other targets. This ...