Computational Intelligence : Methods and Techniques Paperback - 2010
by Leszek Rutkowski
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- Paperback
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Details
- Title Computational Intelligence : Methods and Techniques
- Author Leszek Rutkowski
- Binding Paperback
- Edition 1st edition
- Condition New
- Pages 514
- Volumes 1
- Language ENG
- Publisher Springer
- Publication date 2010-10-19
- Bookseller's Inventory # ria9783642095153_inp
- ISBN 9783642095153 / 3642095151
- Weight 1.62 lbs (0.73 kg)
- Dimensions 9.21 x 6.14 x 1.07 in (23.39 x 15.60 x 2.72 cm)
- Category Mathematics
- Dewey Decimal Code 006.3
- Quantity available 204
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From the publisher
From the rear cover
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).
