Concentration bounds for SSP Q-learning for average cost MDPs

06/07/2022

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by   Shaan ul Haque, et al.

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We derive a concentration bound for a Q-learning algorithm for average cost Markov decision processes based on an equivalent shortest path problem, and compare it numerically with the alternative scheme based on relative value iteration.