Computational Intelligence

Methods and Techniques

Authors: Rutkowski, Leszek

  • Self-contained, easy accessible and comprehensive textbook for graduate students and researchers in computational intelligence
  • Well-organized modern approach to methods and techniques of intelligent calculations including examples and exercises in each chapter
  • Includes a preface by Jacek Zurada, president of IEEE Computational Intelligence Society
  • Topics include approximate and fuzzy sets, basic structures and methods of neural networks learning, grouping of data methods, Bayesian methods, evolutionary algorithms and decision tree algorithms
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eBook $89.00
price for USA (gross)
  • ISBN 978-3-540-76288-1
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  • Immediate eBook download after purchase
Hardcover $119.99
price for USA
  • ISBN 978-3-540-76287-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $109.99
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  • ISBN 978-3-642-09515-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this Textbook

This book focuses on various techniques of computational intelligence, both single ones and those which form hybrid methods. Those techniques are today commonly applied issues of artificial intelligence, e.g. to process speech and natural language, build expert systems and robots. The first part of the book presents methods of knowledge representation using different techniques, namely the rough sets, type-1 fuzzy sets and type-2 fuzzy sets. Next various neural network architectures are presented and their learning algorithms are derived. Moreover, the family of evolutionary algorithms is discussed, in particular the classical genetic algorithm, evolutionary strategies and genetic programming, including connections between these techniques and neural networks and fuzzy systems. In the last part of the book, various methods of data partitioning and algorithms of automatic data clustering are given and new neuro-fuzzy architectures are studied and compared. This well-organized modern approach to methods and techniques of intelligent calculations includes examples and exercises in each chapter and a preface by Jacek Zurada, president of IEEE Computational Intelligence Society (2004-05).

Table of contents (10 chapters)

Buy this book

eBook $89.00
price for USA (gross)
  • ISBN 978-3-540-76288-1
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $119.99
price for USA
  • ISBN 978-3-540-76287-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $109.99
price for USA
  • ISBN 978-3-642-09515-3
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Computational Intelligence
Book Subtitle
Methods and Techniques
Authors
Copyright
2008
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-76288-1
DOI
10.1007/978-3-540-76288-1
Hardcover ISBN
978-3-540-76287-4
Softcover ISBN
978-3-642-09515-3
Edition Number
1
Number of Pages
XIV, 514
Number of Illustrations and Tables
242 b/w illustrations
Additional Information
Original Polish edition published by Polish Scientific Publishers PWN, 2005
Topics