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Neural networks and computing : learning algorithms and applications /

This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight initializations, stalling of learning, and escape from a local minima, which have not been covered by many existing books in this area. Additionally, the...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Chow, Tommy W. S.
Otros Autores: Cho, Siu-Yeung
Formato: Electrónico eBook
Idioma:Inglés
Publicado: London : Singapore ; Hackensack, NJ : Imperial College Press ; Distributed by World Scientific, 2007.
Colección:Series in electrical and computer engineering ; v. 7.
Temas:
Acceso en línea:Texto completo

MARC

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245 1 0 |a Neural networks and computing :  |b learning algorithms and applications /  |c Tommy W.S. Chow, Siu-Yeung Cho. 
260 |a London :  |b Imperial College Press ;  |a Singapore ;  |a Hackensack, NJ :  |b Distributed by World Scientific,  |c 2007. 
300 |a 1 online resource (xii, 309 pages) :  |b illustrations 
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504 |a Includes bibliographical references (pages 291-304) and index. 
505 0 |a Introduction -- Learning performance and enhancement -- Generalization and performance enhancement -- Basis function networks for classification -- Self-organizing maps -- Classification and feature selection -- Engineering applications. 
588 0 |a Print version record. 
520 |a This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight initializations, stalling of learning, and escape from a local minima, which have not been covered by many existing books in this area. Additionally, the book highlights the important feature selection problem, which baffles many neural networks practitioners because of the difficulties handling large datasets. It also contains several interesting IT, engineering and bioinformatics applications. 
546 |a English. 
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650 0 |a Machine learning. 
650 0 |a Computer programming. 
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650 2 |a Algorithms 
650 2 |a Machine Learning 
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650 6 |a Programmation (Informatique) 
650 6 |a Algorithmes. 
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650 7 |a Neural networks (Computer science)  |2 fast 
700 1 |a Cho, Siu-Yeung. 
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