自適應濾波理論(第四版) 特色及評論
* NEW-Revision-Consolidates the mathematical treatment of linear adaptive filters. ○Improves the presentation of material on statistical LMS theory and statistical RLS theory. ○Expands the treatment of normalized LMS filters, and introduces the more general case of affine projection filters. ○Introduces sub-band adaptive filters.* NEW-In-depth treatment of adaptive filters in a highly readable and understandable fashion.
* NEW-Major revision of the MATLAB codes for the computer experiments-Available on the web.
* NEW-Website (http://soma.crl.mcmaster.ca/ASL)-Includes a highly intensive research program on the applications of adaptive filters and neural networks to signal processing and communications with emphasis on: space-time wireless communications, radar surveillance, and chaotic signal processing.
* Extensive use of illustrative examples.
* Extensive use of MATLAB experiments-Illustrates the practical realities and intricacies of adaptive filters, the codes for which can be downloaded from the Web.
* Extensive bibliography of the subject.
自適應濾波理論(第四版) 內容簡介
Haykin 測試介紹了濾波器裡面的數學方法以及多層感知器原理。原名《Adaptive Filter Theory, 4th》。
自適應濾波理論(第四版) 本書目錄
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.
