Fast and frugal algorithms for adaptive policy

This paper reviews an ongoing debate about the nature of rationality. Contributions from both decision theorists as well as machine learning researchers are considered. New contributions to a standard judgment problem "the city inference problem" are presented. "Fast and frugal" algorithms, and their potential contributions to adaptive policymaking, are reviewed.