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

• Autore: Príncipe J. C (José C.)
• Pubblicazione: Hoboken, N.J., : Wiley, c2010
• Descrizione fisica: 1 online resource (236 p.)
• Disciplina: 621.382/23
• Soggetto topico: Adaptive filters; Kernel functions
• Altri autori: LiuWeifeng HaykinSimon S. <1931->
• Note generali: Description based upon print version of record.
• Nota di bibliografia: Includes bibliographical references and index.
• Nota di contenuto: 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
• Sommario/riassunto: 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,
• Titolo autorizzato: Kernel adaptive filtering
• ISBN: 1-118-21121-9; 1-282-54977-4; 9786612549779; 0-470-60859-5; 0-470-60858-7
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910140616303321
• Lo trovi qui: Univ. Federico II
• Serie: Adaptive and Learning Systems for Signal Processing, Communications and Control Series