Coverart for item
The Resource Kernel adaptive filtering : a comprehensive introduction, Weifeng Liu, Josâe C. Prâincipe, and Simon Haykin, (electronic resource)

Kernel adaptive filtering : a comprehensive introduction, Weifeng Liu, Josâe C. Prâincipe, and Simon Haykin, (electronic resource)

Label
Kernel adaptive filtering : a comprehensive introduction
Title
Kernel adaptive filtering
Title remainder
a comprehensive introduction
Statement of responsibility
Weifeng Liu, Josâe C. Prâincipe, and Simon Haykin
Creator
Contributor
Subject
Language
eng
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, Ontario, Canada
Member of
http://library.link/vocab/creatorName
Príncipe, J. C.
Dewey number
621.382/23
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1931-
http://library.link/vocab/relatedWorkOrContributorName
  • Liu, Weifeng
  • Haykin, Simon S.
  • Wiley InterScience (Online service)
Series statement
Adaptive and learning systems for signal processing, communication, and control
http://library.link/vocab/subjectName
  • Adaptive filters
  • Kernel functions
  • Engineering: Electrical
  • Engineering
Label
Kernel adaptive filtering : a comprehensive introduction, Weifeng Liu, Josâe C. Prâincipe, and Simon Haykin, (electronic resource)
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Color
multicolored
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
Control code
ocn587390074
Dimensions
unknown
Extent
1 online resource (xxi, 209 pages)
Form of item
online
Isbn
9780470608586
Isbn Type
(electronic bk.)
Note
Wiley
Other control number
10.1002/9780470608593
Other physical details
illustrations
Specific material designation
remote
System control number
(OCoLC)587390074
Label
Kernel adaptive filtering : a comprehensive introduction, Weifeng Liu, Josâe C. Prâincipe, and Simon Haykin, (electronic resource)
Publication
Bibliography note
Includes bibliographical references and index
Color
multicolored
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
Control code
ocn587390074
Dimensions
unknown
Extent
1 online resource (xxi, 209 pages)
Form of item
online
Isbn
9780470608586
Isbn Type
(electronic bk.)
Note
Wiley
Other control number
10.1002/9780470608593
Other physical details
illustrations
Specific material designation
remote
System control number
(OCoLC)587390074

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