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• W2034994237 abstract "We present a general analysis of return maximization in reinforcement learning. This analysis does not require assumptions of Markovianity, stationarity, and ergodicity for the stochastic sequential decision processes of reinforcement learning. Instead, our analysis assumes the asymptotic equipartition property fundamental to information theory, providing a substantially different view from that in the literature. As our main results, we show that return maximization is achieved by the overlap of typical and best sequence sets, and we present a class of stochastic sequential decision processes with the necessary condition for return maximization. We also describe several examples of best sequences in terms of return maximization in the class of stochastic sequential decision processes, which satisfy the necessary condition." @default.
• W2034994237 created "2016-06-24" @default.
• W2034994237 creator A5008161122 @default.
• W2034994237 date "2011-12-01" @default.
• W2034994237 modified "2023-10-06" @default.
• W2034994237 title "An information-theoretic analysis of return maximization in reinforcement learning" @default.
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• W2034994237 doi "https://doi.org/10.1016/j.neunet.2011.05.002" @default.
• W2034994237 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/21665429" @default.
• W2034994237 hasPublicationYear "2011" @default.
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