Adaptive Filter Theory
Pearson Education Limited (Verlag)
978-0-273-76408-3 (ISBN)
Haykin examines both the mathematical theory behind various linear adaptive filters and the elements of supervised multilayer perceptrons. In its fifth 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.
<> Adaptive Filter Theory, 5e, 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 fifth 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.
Simon Haykin received his B.Sc. (First-class Honours), Ph.D., and D.Sc., all in Electrical Engineering from the University of Birmingham, England. He is a Fellow of the Royal Society of Canada, and a Fellow of the Institute of Electrical and Electronics Engineers. He is the recipient of the Henry Booker Gold Medal from URSI, 2002, the Honorary Degree of Doctor of Technical Sciences from ETH Zentrum, Zurich, Switzerland, 1999, and many other medals and prizes. He is a pioneer in adaptive signal-processing with emphasis on applications in radar and communications, an area of research which has occupied much of his professional life.
Chapter 1 Stochastic Processes and Models
Chapter 2 Wiener Filters
Chapter 3 Linear Prediction
Chapter 4 Method of Steepest Descent
Chapter 5 Method of Stochastic Gradient Descent
Chapter 6 The Least-Mean-Square (LMS) Algorithm
Chapter 7 Normalized Least-Mean-Square (LMS) Algorithm and Its Generalization
Chapter 8 Block-Adaptive Filters
Chapter 9 Method of Least Squares
Chapter 10 The Recursive Least-Squares (RLS) Algorithm
Chapter 11 Robustness
Chapter 12 Finite-Precision Effects
Chapter 13 Adaptation in Nonstationary Environments
Chapter 14 Kalman Filters
Chapter 15 Square-Root Adaptive Filters
Chapter 16 Order-Recursive Adaptive Filters
Chapter 17 Blind Deconvolution
| Verlagsort | Harlow |
|---|---|
| Sprache | englisch |
| Maße | 176 x 234 mm |
| Gewicht | 1380 g |
| Themenwelt | Schulbuch / Wörterbuch |
| Mathematik / Informatik ► Informatik | |
| Technik ► Elektrotechnik / Energietechnik | |
| Technik ► Nachrichtentechnik | |
| ISBN-10 | 0-273-76408-X / 027376408X |
| ISBN-13 | 978-0-273-76408-3 / 9780273764083 |
| Zustand | Neuware |
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