Choice and Classification in complex and adversarial environments. Any policy must take account of individuals' incentives to strategically manipulate. Mechanism Design is an area of economic theory that addresses precisely this. In its theoretical development however, it overlooks practical constraints for monitoring behavior. For instance, for fraud detection and credit scoring, automated statistical machine learning models discussed in computer science (CS) are used. Here, we constrain ....Choice and Classification in complex and adversarial environments. Any policy must take account of individuals' incentives to strategically manipulate. Mechanism Design is an area of economic theory that addresses precisely this. In its theoretical development however, it overlooks practical constraints for monitoring behavior. For instance, for fraud detection and credit scoring, automated statistical machine learning models discussed in computer science (CS) are used. Here, we constrain monitoring strategies to be such algorithms and address the monitoring of a population of individuals or a similarly constrained large adversary. Notable cross disciplinary implications exist forRead moreRead less