A Greedy Approximation of Bayesian Reinforcement Learning with Probably Optimistic Transition Model

Kenji Kawaguchi, Mauricio Araya

Bayesian Reinforcement Learning (RL) is capable of not only incorporating domain knowledge, but also solving the exploration-exploitation dilemma in a natural way. As Bayesian RL i…