Institute for Systems Research

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    Simulation-Based Algorithms for Average Cost Markov Decision Processes
    (1999) He, Ying; Fu, Michael C.; Marcus, Steven I.; Fu, Michael C.; Marcus, Steven I.; ISR
    In this paper, we give a summary of recent development of simulation-based algorithmsfor average cost MDP problems, which are different from those for discounted cost problems or shortest pathproblems. We introduce both simulation-based policy iteration algorithms and simulation-based value iterationalgorithms for average cost problems, and give the pros and cons of each algorithm.