Téléchargez le livre : Kernel Adaptive Filtering

Kernel Adaptive Filtering

A Comprehensive Introduction de

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Éditeur :

Wiley


Collection :

Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control

Paru le : 2010-02-18

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Description
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, this unique resource elevates the adaptive filtering theory to a new level, presenting a new design methodology of nonlinear adaptive filters.
Covers the kernel least mean squares algorithm, kernel affine projection algorithms, the kernel recursive least squares algorithm, the theory of Gaussian process regression, and the extended kernel recursive least squares algorithm
Presents a powerful model-selection method called maximum marginal likelihood
Addresses the principal bottleneck of kernel adaptive filters—their growing structure
Features twelve computer-oriented experiments to reinforce the concepts, with MATLAB codes downloadable from the authors' Web site
Concludes each chapter with a summary of the state of the art and potential future directions for original research
Kernel Adaptive Filtering is ideal for engineers, computer scientists, and graduate students interested in nonlinear adaptive systems for online applications (applications where the data stream arrives one sample at a time and incremental optimal solutions are desirable). It is also a useful guide for those who look for nonlinear adaptive filtering methodologies to solve practical problems.
Pages
240 pages
Collection
Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control
Parution
2010-02-18
Marque
Wiley
EAN papier
9780470447536
EAN PDF
9780470608586
Informations sur l'ebook
Nombre pages copiables
0
Nombre pages imprimables
240
Taille du fichier
1628 Ko
Prix
125,49 €
EAN EPUB
9781118211212
Informations sur l'ebook
Nombre pages copiables
0
Nombre pages imprimables
240
Taille du fichier
18903 Ko
Prix
125,49 €

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