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In this paper, we develop an ant-system based algorithm for approximately solving large Markov decision process (MDP) problems for infinite horizon discounted cost criterion, extending the applicability of the ant-system meta-heuristic into stochastic sequential decision making problems. The algorithm inherits the spirit of the well-known policy iteration algorithm with an adaptation of the ant system...
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