Nonparametric Additive Value Functions: Interpretable Reinforcement Learning with an Application to Surgical Recovery

Patrick Emedom-Nnamdi, Timothy R. Smith, Jukka-Pekka Onnela +1

We propose a nonparametric additive model for estimating interpretable value functions in reinforcement learning, with an application in optimizing postoperative recovery through p…