Stochastic Optimization of Controlled Partially Observable Markov Decision Processes (2000)
Peter L. Bartlett, Jonathan Baxter, Whizbang Labs East
We introduce an on-line algorithm for finding local maxima of the average reward in a Partially Observable Markov Decision Process (POMPD) controlled by a parameterized policy. Optimization is over...