Kernel adaptive filtering : a comprehensive introduction /

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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:
Adaptive filters.
Kernel functions.
Filtres adaptatifs.
Noyaux (Mathématiques)
COMPUTERS > Information Theory.
TECHNOLOGY & ENGINEERING > Signals & Signal Processing.
Adaptive filters
Kernel functions
Acceso en línea:Texto completo
Tabla de Contenidos:
  • 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.

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