Before revision:  Simulation results show that the UMPR with an appropriate data-dependent penalty outweighs some common estimators in  binary classification if the conditional probability of the binary outcome is misspecified , or a decision maker's preference is ignored .
After revision:  Simulation results show that the UMPR with an appropriate data-dependent penalty outweighs some common estimators in binary classification if the conditional probability of the binary outcome is misspecified .