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Transfer in Reinforcement Learning Domains by Matthew Taylor (Hardcover, 2009)
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ISBN-13: 9783642018817, 978-3642018817. The key insight behind "transfer learning" is that generalization may occur not only within tasks, but also across tasks. Definition of the transfer problem in RL domains.