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M. Van Otterlo, "The Logic of Adaptive Behavior: Knowledge Representation and Algorithms for Adaptive Sequential Decision Making"

Learning and reasoning in large, structured, probabilistic worlds is at the heart of artificial intelligence. Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. Many efficient reinforcement learning and dynamic programming techniques exist that can solve such problems. Until recently, the representational state-of-the-art in this field was based on propositional representations. However, it is hard to imagine a truly general, intelligent system that does not conceive of the world in terms of objects and their properties and relations to other objects. To this end, this book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting. Based on an extensive analysis of propositional representations and techniques, a methodological translation is constructed from the propositional to the relational setting. Furthermore, this book provides a thorough and complete description of the state-of-the-art. It surveys vital, related historical developments and contains extensive descriptions of several new model-free and model-based solution techniques.

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	Programming Anticipatory Behavior in Adaptive Learning Systems: From Brains to Individual and Social Behavior Martin V. Butz, Olivier Sigaud, Giovanni Pezzulo, Gianluca Baldassarre "Anticipatory Behavior in Adaptive Learning Systems: From Brains to Individual and Social Behavior " Springer \| 2007-10-03 \| ISBN:3540742611 \| 379 pages \| PDF \| 12,8 ...
	Science/Engineering Intelligence As Adaptive Behavior: An Experiment in Computational Neuroethology Intelligence As Adaptive Behavior: An Experiment in Computational NeuroethologyBy Randall D. BeerPublisher: Academic Pr \| 1990 \| 213 Pages \| ISBN: 0120847302 \| PDF \| 8.41 MB“The "intelligence" of traditional artificial intelligence sy ...
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	Technical Adaptive Dynamics: The Theoretical Analysis of Behavior J. E. R. Staddon, "Adaptive Dynamics: The Theoretical Analysis of Behavior"The MIT Press \| 2001-05-14 \| ISBN: 0262194538 \| 420 pages \| PDF \| 1,8 MBIn this book J. E. R. Staddon proposes an explanation of behavior that lies between cogni ...
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