A Cross Entropy based Stochastic Approximation Algorithm for Reinforcement Learning with Linear Function Approximation

Ajin George Joseph, Shalabh Bhatnagar

In this paper, we provide a new algorithm for the problem of prediction in Reinforcement Learning, \emph{i.e.}, estimating the Value Function of a Markov Reward Process (MRP) using…