Guided Policy Exploration for Markov Decision Processes using an Uncertainty-Based Value-of-Information Criterion

Isaac J. Sledge, Matthew S. Emigh, Jose C. Principe

Reinforcement learning in environments with many action-state pairs is challenging. At issue is the number of episodes needed to thoroughly search the policy space. Most convention…