ISBN10: 0470447532, ISBN13: 9780470447536, [publisher: John Wiley & Sons Inc, New York] Hardcover First Edition Hardcover. 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 filterstheir 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 ...
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ISBN10: 0470447532, ISBN13: 9780470447536, [publisher: Wiley] Hardcover New Copy. Customer Service Guaranteed
[Denver, CO, U.S.A.] [Publication Year: 2010]

Hardback. New. * On-line learning is a fundamental tool in adaptive signalprocessing * Presents on-line learning from a signal processingperspective. ISBN 0470447532 9780470447536 [GB]

ISBN10: 0470447532, ISBN13: 9780470447536, [publisher: Wiley] Hardcover Slightly Used Copy
[Del Rio, TN, U.S.A.] [Publication Year: 2010]