Computational intelligence : methods and techniques
著者
書誌事項
Computational intelligence : methods and techniques
Springer, c2008
- : softcover
- タイトル別名
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Metody i techniki sztucznej inteligencji
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注記
"Originally published in Polish: Metody i techniki sztu cznej inteligencji by Leszek Rutkowski, 2005 by Polish Scientific Publishers PWN., Copyright by Wydawnictwo Naukowe PWN SA, Warszawa 2008"
Includes bibliographical references (p. [495]-514)
内容説明・目次
内容説明
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.
目次
Selected issues of artificial intelligence.- Methods of knowledge representation using rough sets.- Methods of knowledge representation using type-1 fuzzy sets.- Methods of knowledge representation using type-2 fuzzy sets.- Neural networks and their learning algorithms.- Evolutionary algorithms.- Data clustering methods.- Neuro-fuzzy systems of Mamdani, logical and Takagi-Sugeno type.- Flexible neuro-fuzzy systems.
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