Reward Biased Maximum Likelihood Estimation for Reinforcement Learning

Akshay Mete, Rahul Singh, Xi Liu +1

The Reward-Biased Maximum Likelihood Estimate (RBMLE) for adaptive control of Markov chains was proposed to overcome the central obstacle of what is variously called the fundamenta…