Approximate Kalman Filter Q-Learning for Continuous State-Space MDPs

Charles Tripp, Ross D. Shachter

We seek to learn an effective policy for a Markov Decision Process (MDP) with continuous states via Q-Learning. Given a set of basis functions over state action pairs we search for…