Kernel adaptive filtering : a comprehensive introduction / Jose C. Principe, Weifeng Liu, Simon Haykin.

Format:

Book

Author/Creator:

Príncipe, J. C. (José C.)

Contributor:

Liu, Weifeng.

Haykin, Simon S., 1931-

Series:

Adaptive and Learning Systems for Signal Processing, Communications and Control Series

Adaptive and Learning Systems for Signal Processing, Communications and Control Series ; v.57

Language:

English

Subjects (All):

Adaptive filters.

Kernel functions.

Physical Description:

1 online resource (236 p.)

Edition:

1st ed.

Place of Publication:

Hoboken, N.J. : Wiley, c2010.

Language Note:

English

Summary:

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,

Contents:

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

Notes:

Description based upon print version of record.

Includes bibliographical references and index.

Description based on metadata supplied by the publisher and other sources.

ISBN:

9786612549779

9781118211212

1118211219

9781282549777

1282549774

9780470608593

0470608595

9780470608586

0470608587

OCLC:

587390074