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Wavelets in soft computing /

This book presents the state of integration of wavelet theory and multiresolution analysis into soft computing. It is the first book on hybrid methods combining wavelet analysis with fuzzy logic, neural networks or genetic algorithms. Much attention is given to new approaches (fuzzy-wavelet) that pe...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Thuillard, Marc
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Singapore ; River Edge, N.J. : World Scientific, ©2001.
Colección:World Scientific series in robotics and intelligent systems ; vol. 25.
Temas:
Acceso en línea:Texto completo

MARC

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520 |a This book presents the state of integration of wavelet theory and multiresolution analysis into soft computing. It is the first book on hybrid methods combining wavelet analysis with fuzzy logic, neural networks or genetic algorithms. Much attention is given to new approaches (fuzzy-wavelet) that permit one to develop, using wavelet techniques, linguistically interpretable fuzzy systems from data. The book also introduces the reader to wavelet-based genetic algorithms and multiresolution search. A special place is given to methods that have been implemented in real world applications, particul. 
505 0 |a pt. I. Introduction to Wavelet Theory -- pt. II. Preprocessing: The Multiresolution Approach -- pt. III. Spline-Based Wavelets Approximation and Compression Algorithms -- pt. IV. Automatic Generation of a Fuzzy System with Wavelet Based Methods -- pt. V. On-Line Learning -- pt. VI. Nonparametric Wavelet-Based Estimation and Regression Techniques -- pt. VII. Developing Intelligent Products -- pt. VIII. Genetic Algorithms and Multiresolution -- Annexes Lifting scheme, nonlinear wavelets. 
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