Fitted value function iteration with probability one contractions
This paper studies a value function iteration algorithm based on nonexpansive function approximation and Monte Carlo integration that can be applied to almost all stationary dynamic programming problems. The method can be represented using a randomized fitted Bellman operator and a corresponding algorithm that is shown to be globally convergent with probability one. When additional restrictions are imposed, an OP(n−1/2) rate of convergence for Monte Carlo error is obtained.
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Volume (Year): 37 (2013)
Issue (Month): 1 ()
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