Adaptive Filter Theory: United States Edition - Hardcover

Haykin, Simon O.

 
9780130901262: Adaptive Filter Theory: United States Edition
Hardcover
ISBN 10: 0130901261 ISBN 13: 9780130901262
Verlag: Pearson, 2001

Inhaltsangabe

Adaptive Filter Theory, 4e, is ideal for courses in Adaptive Filters.

Haykin examines both the mathematical theory behind various linear adaptive filters and the elements of supervised multilayer perceptrons. In its fourth edition, this highly successful book has been updated and refined to stay current with the field and develop concepts in as unified and accessible a manner as possible.

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CONTENTS

Preface
Acknowledgments
Background and Preview

  • Chapter 1 Stochastic Processes and Models
  • Chapter 2 Wiener Filters
  • Chapter 3 Linear Prediction
  • Chapter 4 Method of Steepest Descent
  • Chapter 5 Least-Mean-Square Adaptive Filters
  • Chapter 6 Normalized Least-Mean-Square Adaptive Filters
  • Chapter 7 Frequency-Domain and Subband Adaptive Filters
  • Chapter 8 Method of Least Squares
  • Chapter 9 Recursive Least-Square Adaptive Filters
  • Chapter 10 Kalman Filters
  • Chapter 11 Square-Root Adaptive Filters
  • Chapter 12 Order-Recursive Adaptive Filters
  • Chapter 13 Finite-Precision Effects
  • Chapter 14 Tracking of Time-Varying Systems
  • Chapter 15 Adaptive Filters Using Infinite-Duration Impulse Response Structures
  • Chapter 16 Blind Deconvolution
  • Chapter 17 Back-Propagation Learning

Epilogue

  • Appendix A Complex Variables
  • Appendix B Differentiation with Respect to a Vector
  • Appendix C Method of Lagrange Multipliers
  • Appendix D Estimation Theory
  • Appendix E Eigenanalysis
  • Appendix F Rotations and Reflections
  • Appendix G Complex Wishart Distribution
  • Glossary
  • Bibliography
  • Index

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Verlag
Pearson
Erscheinungsdatum
2001
Sprache
Englisch
ISBN 10 
0130901261
ISBN 13 
9780130901262
Einband
Tapa dura
Anzahl der Seiten
936
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Riccardo Bacigalupo
riccardo.bacigalupo@sanoma.it

Sanoma Italia Via Arconati, 1 �
Milano
20135
Italien

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