Information Systems and Operations Management Department, Warrington College of Business Administration, University of Florida, Gainesville, Florida 32611.
We study the problem where a decision maker needs to discover a classification rule to classify intelligent, self-interested agents. Agents may engage in strategic behavior to alter their characteristics for a favorable classification. We show how the decision maker can induce a classification rule that anticipates such behavior while still satisfying an important risk minimization principle.