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The following is a link to my doctoral thesis "learning from delayed rewards", Cambridge, 1989. Unfortunately, the original electronic version is lost for a long time, and this version was scanned from a photocopy.
The work sets the concept of gain learning to control a Markov decision-making process by incremental dynamic programming and describes a series of algorithms for this, including Q-learning for which a sketch of a convergence proof is specified.
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