Adaptive Filter Theory, 5/e (IE-Paperback)
暫譯: 自適應濾波器理論，第5版 (IE-平裝本)
Simon Haykin
- 出版商: Prentice Hall
- 出版日期: 2013-08-31
- 售價: $1,300
- 貴賓價: 9.8 折 $1,274
- 語言: 英文
- 頁數: 912
- ISBN: 027376408X
- ISBN-13: 9780273764083
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相關翻譯:
自適應濾波器原理, 5/e (Adaptive Filter Theory, 5/e) (簡中版)
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商品描述
- <內容簡介>
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 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
- Epilogue
- Appendix A Theory of Complex Variables
- Appendix B Computation of Derivatives in the Complex Domain
- Appendix C Method of Lagrange Multipliers
- Appendix D Estimation Theory
- Appendix E Eigenanalysis
- Appendix F Langevin Equation of Nonequilibrium Thermodynamics
- Appendix G Rotations and Reflections
- Appendix H Complex Wishart Distribution
商品描述(中文翻譯)
- <內容簡介>
前言 - 致謝
- 背景與預覽
- 第 1 章 隨機過程與模型
- 第 2 章 威納濾波器
- 第 3 章 線性預測
- 第 4 章 最速下降法
- 第 5 章 隨機梯度下降法
- 第 6 章 最小均方 (LMS) 演算法
- 第 7 章 正規化最小均方 (LMS) 演算法及其推廣
- 第 8 章 區塊自適應濾波器
- 第 9 章 最小二乘法
- 第 10 章 遞迴最小二乘 (RLS) 演算法
- 第 11 章 穩健性
- 第 12 章 有限精度效應
- 第 13 章 在非平穩環境中的適應
- 第 14 章 卡爾曼濾波器
- 第 15 章 平方根自適應濾波器
- 第 16 章 階數遞迴自適應濾波器
- 第 17 章 盲去卷積
- 後記
- 附錄 A 複變數理論
- 附錄 B 複數域中的導數計算
- 附錄 C 拉格朗日乘數法
- 附錄 D 估計理論
- 附錄 E 特徵分析
