A Bayesian Sampling Approach to Exploration in Reinforcement Learning

John Asmuth, Lihong Li, Michael L. Littman +2

We present a modular approach to reinforcement learning that uses a Bayesian representation of the uncertainty over models. The approach, BOSS (Best of Sampled Set), drives explora…