Data-Efficient Policy Evaluation Through Behavior Policy Search

Josiah P. Hanna, Philip S. Thomas, Peter Stone, Scott Niekum

Abstract: We consider the task of evaluating a policy for a Markov decision process (MDP). The standard unbiased technique for evaluating a policy is to deploy the policy and observe its performance. We show...