Sample-based approximate regularization

Philip Bachman, Amir-massoud Farahmand, Doina Precup

Abstract: We introduce a method for regularizing linearly parameterized functions using general derivative-based penalties, which relies on sampling as well as finite-difference approximations of the relevan...