Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings

Shengpu Tang, Jenna Wiens

Abstract: Reinforcement learning (RL) can be used to learn treatment policies and aid decision making in healthcare. However, given the need for generalization over complex state/action spaces, the incorpora...