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portada computational intelligence: methods and techniques
Type
Physical Book
Author
Publisher
Year
2010
Language
English
Pages
514
Format
Paperback
Dimensions
23.4 x 15.6 x 2.7 cm
Weight
0.73 kg.
ISBN
3642095151
ISBN13
9783642095153
Categories

computational intelligence: methods and techniques

Leszek Rutkowski (Author) · Springer · Paperback

computational intelligence: methods and techniques - Rutkowski, Leszek

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Synopsis "computational intelligence: methods and techniques"

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, for example in the processing of speech and natural language, and in building 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 up, various neural network architectures are presented and their learning algorithms are derived. Then, 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.

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