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

no code implementations • 25 Aug 2023 • Patrick Emedom-Nnamdi, Timothy R. Smith, Jukka-Pekka Onnela, Junwei Lu

Under this approach, we are able to locally approximate the action-value function and retrieve the nonlinear, independent contribution of select features as well as joint feature pairs.

Clinical Knowledge reinforcement-learning