We study preferences estimated from finite choice experiments and provide sufficient conditions for convergence to a unique underlying “true” preference. Our are weak and, therefore, valid in wide range of economic environments. develop applications expected utility theory, over consumption bundles, menu choice. framework unifies the revealed preference tradition with models that allow errors.