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Learning Classifier Systems

Name: Learning Classifier Systems
Brand: Springer, Berlin
SKU: 01567490
Price: 19766 HUF
Availability: InStock
Author: Pier L. Lanzi
ISBN: 9783540677291

From Foundation to Applications

Pier L. Lanzi

Wolfgang Stolzmann

Stewart W. Wilson

Language

English

Book Paperback

Libristo code: 01567490

Publishers Springer, Berlin, November 1999

Learning Classifier Systems (LCS) are amachine learning paradigm introduced by John Holland in 1976.... Full description

Libristo code: 01567490

136 b

19 766 Ft

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Learning Classifier Systems (LCS) are amachine learning paradigm introduced by John Holland in 1976. They are rule-based systems in which learning is viewed as a process of ongoing adaptation to a partially unknown environment through genetic algorithms and temporal difference learning. This book provides a unique survey of the current state of the art of LCS and highlights some of the most promising research directions. The first part presents various views of leading people on what learning classifier systems are. The second part is devoted to advanced topics of current interest, including alternative representations, methods for evaluating rule utility, and extensions to existing classifier system models. The final part is dedicated to promising applications in areas like data mining, medical data analysis, economic trading agents, aircraft maneuvering, and autonomous robotics. An appendix comprising 467 entries provides a comprehensive LCS bibliography.