ENGLISH

Computational Intelligence - Methods and Techniques

By Leszek Rutkowski

Book information

Publisher
Springer
Year
2010
ISBN
9783642095153, 3642095151
Language
english
Format
PDF
Filesize
17 MB (18120518 bytes)
Edition
1st Edition.
Pages
519\519
Library
Great Science Textbooks DVD Library 2007
Time added
2009-10-26 09:21:54

Description

This quite simply superb book focuses on various techniques of computational intelligence, both single ones and those which form hybrid methods. These techniques are today commonly applied to issues of artificial intelligence. The book presents methods of knowledge representation using different techniques, namely the rough sets, type-1 fuzzy sets and type-2 fuzzy sets. Next up, various neural network architectures are presented and their learning algorithms are derived. Then, the family of evolutionary algorithms is discussed, including connections between these techniques and neural networks and fuzzy systems. Finally, various methods of data partitioning and algorithms of automatic data clustering are given and new neuro-fuzzy architectures are studied and compared.

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