Adaptive Filter Theory / Edition 4

Adaptive Filter Theory / Edition 4

by Simon O. Haykin
     
 

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

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Overview

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.

Product Details

ISBN-13:
9780130901262
Publisher:
Prentice Hall
Publication date:
09/14/2001
Edition description:
Subsequent
Pages:
936
Product dimensions:
7.00(w) x 9.20(h) x 1.90(d)

Table of Contents

Background and Overview.

1. Stochastic Processes and Models.

2. Wiener Filters.

3. Linear Prediction.

4. Method of Steepest Descent.

5. Least-Mean-Square Adaptive Filters.

6. Normalized Least-Mean-Square Adaptive Filters.

7. Transform-Domain and Sub-Band Adaptive Filters.

8. Method of Least Squares.

9. Recursive Least-Square Adaptive Filters.

10. Kalman Filters as the Unifying Bases for RLS Filters.

11. Square-Root Adaptive Filters.

12. Order-Recursive Adaptive Filters.

13. Finite-Precision Effects.

14. Tracking of Time-Varying Systems.

15. Adaptive Filters Using Infinite-Duration Impulse Response Structures.

16. Blind Deconvolution.

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.

Abbreviations.

Principal Symbols.

Bibliography.

Index.

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