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Rule-Based Evolutionary Online Learning Systems: A Principled Approach to LCS Analysis and Design (Studies in Fuzziness and Soft Computing) [Hardcover]

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Item description for Rule-Based Evolutionary Online Learning Systems: A Principled Approach to LCS Analysis and Design (Studies in Fuzziness and Soft Computing) by Martin V. Butz...

This book offers a comprehensive introduction to learning classifier systems (LCS) -- or more generally, rule-based evolutionary online learning systems. LCSs learn interactively -- much like a neural network -- but with an increased adaptivity and flexibility. This book provides the necessary background knowledge on problem types, genetic algorithms, and reinforcement learning as well as a principled, modular analysis approach to understand, analyze, and design LCSs. The analysis is exemplarily carried through on the XCS classifier system -- the currently most prominent system in LCS research. Several enhancements are introduced to XCS and evaluated. An application suite is provided including classification, reinforcement learning and data-mining problems. Reconsidering John Holland's original vision, the book finally discusses the current potentials of LCSs for successful applications in cognitive science and related areas.





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Item Specifications...


Pages   266
Est. Packaging Dimensions:   Length: 9.4" Width: 6.3" Height: 0.9"
Weight:   1.15 lbs.
Binding  Hardcover
Release Date   Dec 22, 2005
Publisher   Springer
ISBN  3540253793  
ISBN13  9783540253792  


Availability  113 units.
Availability accurate as of Jan 19, 2017 11:07.
Usually ships within one to two business days from La Vergne, TN.
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More About Martin V. Butz


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Product Categories

1Books > Special Features > New & Used Textbooks > Computer Science & Information Systems > Artificial Intelligence
2Books > Special Features > New & Used Textbooks > Sciences > Mathematics
3Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Computer Mathematics
4Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > General
5Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Machine Learning
6Books > Subjects > Computers & Internet > General
7Books > Subjects > Computers & Internet > Home & Office > Internet
8Books > Subjects > Computers & Internet > Programming > Algorithms > General
9Books > Subjects > Computers & Internet > Programming > Algorithms > Genetic
10Books > Subjects > Medicine > Internal Medicine > Neurology > Neuroscience
11Books > Subjects > Professional & Technical > Engineering > General
12Books > Subjects > Professional & Technical > Medical > Medicine > Internal Medicine > Neurology > Neuroscience
13Books > Subjects > Professional & Technical > Professional Science > Mathematics > Applied > General
14Books > Subjects > Science > Mathematics > Applied > General



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