This dissertation outlines a program for the theory of phonotactics--the theory of speakers' knowledge of possible and impossible (or likely and unlikely) words--and argues that the alternative view of phonotactics as stochastic, and of phonotactic learning as probabilistic inference, is not capable of accounting for the facts of this domain.…