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

Shengpu Tang, Jenna Wiens

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 spac…