Reward-Biased Maximum Likelihood Estimation for Linear Stochastic Bandits

Yu-Heng Hung, Ping-Chun Hsieh, Xi Liu +1

Modifying the reward-biased maximum likelihood method originally proposed in the adaptive control literature, we propose novel learning algorithms to handle the explore-exploit tra…