03047nam 2200637 a 450 991014061630332120230725023149.01-118-21121-91-282-54977-497866125497790-470-60859-50-470-60858-7(CKB)2670000000011766(EBL)487624(OCoLC)587390074(SSID)ssj0000421539(PQKBManifestationID)11277437(PQKBTitleCode)TC0000421539(PQKBWorkID)10412988(PQKB)10573416(MiAaPQ)EBC487624(Au-PeEL)EBL487624(CaPaEBR)ebr10392276(CaONFJC)MIL254977(EXLCZ)99267000000001176620091102d2010 uy 0engurcn|||||||||txtccrKernel adaptive filtering[electronic resource] a comprehensive introduction /Jose C. Principe, Weifeng Liu, Simon HaykinHoboken, N.J. Wileyc20101 online resource (236 p.)Adaptive and Learning Systems for Signal Processing, Communications and Control Series ;v.57Description based upon print version of record.0-470-44753-2 Includes bibliographical references and index.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; INDEXOnline 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,Adaptive and Learning Systems for Signal Processing, Communications and Control SeriesAdaptive filtersKernel functionsAdaptive filters.Kernel functions.621.382/23Príncipe J. C(José C.)905323Liu Weifeng905324Haykin Simon S.1931-8857MiAaPQMiAaPQMiAaPQBOOK9910140616303321Kernel adaptive filtering2024951UNINA