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Kernel adaptive filtering : a comprehensive introduction /

Online learning from a signal processing perspective. There is increased interest in kernel learning algorithms in neural networks and a growing need for nonlinear adaptive algorithms in advanced signal processing, communications, and controls. Kernel Adaptive Filtering is the first book to present...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Príncipe, J. C. (José C.)
Otros Autores: Liu, Weifeng, Haykin, Simon S., 1931-
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Hoboken, N.J. : John Wiley, ©2010.
Colección:Adaptive and learning systems for signal processing, communications, and control.
Temas:
Acceso en línea:Texto completo

MARC

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245 1 0 |a Kernel adaptive filtering :  |b a comprehensive introduction /  |c Weifeng Liu, Josâe C. Prâincipe, and Simon Haykin. 
260 |a Hoboken, N.J. :  |b John Wiley,  |c ©2010. 
300 |a 1 online resource (xxi, 209 pages) :  |b illustrations 
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490 1 |a Adaptive and learning systems for signal processing, communication, and control 
504 |a Includes bibliographical references and index. 
588 0 |a Print version record. 
505 0 |a KERNEL ADAPTIVE FILTERING; CONTENTS; PREFACE; ACKNOWLEDGMENTS; NOTATION; ABBREVIATIONS AND SYMBOLS; 1 BACKGROUND AND PREVIEW; 2 KERNEL LEAST-MEAN-SQUARE ALGORITHM; 3 KERNEL AFFINE PROJECTION ALGORITHMS; 4 KERNEL RECURSIVE LEAST-SQUARES ALGORITHM; 5 EXTENDED KERNEL RECURSIVE LEAST-SQUARES ALGORITHM; 6 DESIGNING SPARSE KERNEL ADAPTIVE FILTERS; EPILOGUE; APPENDIX; A MATHEMATICAL BACKGROUND; B APPROXIMATE LINEAR DEPENDENCY AND SYSTEM STABILITY; REFERENCES; INDEX. 
520 |a Online learning from a signal processing perspective. There is increased interest in kernel learning algorithms in neural networks and a growing need for nonlinear adaptive algorithms in advanced signal processing, communications, and controls. Kernel Adaptive Filtering is the first book to present a comprehensive, unifying introduction to online learning algorithms in reproducing kernel Hilbert spaces. Based on research being conducted in the Computational Neuro-Engineering Laboratory at the University of Florida and in the Cognitive Systems Laboratory at McMaster University, Ontario, Canada. 
546 |a English. 
590 |a ProQuest Ebook Central  |b Ebook Central Academic Complete 
650 0 |a Adaptive filters. 
650 0 |a Kernel functions. 
650 6 |a Filtres adaptatifs. 
650 6 |a Noyaux (Mathématiques) 
650 7 |a COMPUTERS  |x Information Theory.  |2 bisacsh 
650 7 |a TECHNOLOGY & ENGINEERING  |x Signals & Signal Processing.  |2 bisacsh 
650 7 |a Adaptive filters  |2 fast 
650 7 |a Kernel functions  |2 fast 
700 1 |a Liu, Weifeng. 
700 1 |a Haykin, Simon S.,  |d 1931-  |1 https://id.oclc.org/worldcat/entity/E39PBJgH9XhBVDFr9TGW8vYtrq 
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