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Computational Intelligence: Methods and Techniques

Publisher:

Springer

Rs695

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Publisher

Springer

Publication Year 2008-05-29
ISBN-13

ISBN 9783540762874

ISBN-10 3540762876
Binding

Hardcover

Number of Pages 514 Pages
Language English

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.