| Document Type
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BL
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| Record Number
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734027
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| Doc. No
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b553853
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| Main Entry
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by Martin V. Butz.
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| Title & Author
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Anticipatory Learning Classifier Systems\ by Martin V. Butz.
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| Publication Statement
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Boston, MA: Springer US : Imprint : Springer, 2002
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| Series Statement
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Genetic algorithms and evolutionary computation, 4.
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| Page. NO
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(200 pages)
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| ISBN
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1461352908
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: 1461508916
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: 9781461352907
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: 9781461508915
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| Contents
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1. Background --;1. Anticipations --;2. Genetic Algorithms --;3. Learning Classifier Systems --;2. ACS2 --;1. Framework --;2. Reinforcement Learning --;3. The Anticipatory Learning Process --;4. Genetic Generalization in ACS2 --;5. Interaction of ALP, GA, RL, and Behavior --;3. Experiments with ACS2 --;1. Gripper Problem Revisited --;2. Multiplexer Problem --;3. Maze Environment --;4. Blocks World --;5. Hand-Eye Coordination Task --;6. Result Summary --;4. Limits --;1. GA Challenges --;2. Non-determinism and a First Approach --;3. Model Aliasing --;5. Model Exploitation --;1. Improving Model Learning --;2. Enhancing Reinforcement Learning --;3. Model Exploitation Recapitulation --;6. Related Systems --;1. Estimated Learning Algorithm --;2. Dyna --;3. Schema Mechanism --;4. Expectancy Model SRS/E --;7. Summary, Conclusions, and Future Work --;1. Summary --;2. Model Representation Enhancements --;3. Model Learning Modifications --;4. Adaptive Behavior --;5. ACS2 in the Future --;Appendices --;References.
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| Abstract
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Anticipatory Learning Classifier Systems describes the state of the art of anticipatory learning classifier systems-adaptive rule learning systems that autonomously build anticipatory environmental models.
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| Subject
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Evolutionary computation.
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| Subject
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Evolutionary programming (Computer science)
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| Subject
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Self-organizing systems -- Data processing.
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| Added Entry
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Martin V Butz
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