A STOCHASTIC NEWTON ALGORITHM WITH DATA-ADAPTIVE STEP SIZE

被引:3
作者
DAVILA, CE
机构
[1] Electrical Engineering Department, Southern Methodist University, Dallas
来源
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING | 1990年 / 38卷 / 10期
关键词
D O I
10.1109/29.60110
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
A stochastic Newton algorithm for adaptive filtering is proposed which can be seen to be a generalization of the so-called normalized least mean-square (NLMS) algorithm. Expressions for the expected value of the algorithm weight error vector and second moment of the weight error-vector norm are derived and verified by computer simulation. Experimental results are given which demonstrate the improved convergence of the algorithm over the RLS algorithm after a large number of iterations. © 1990 IEEE
引用
收藏
页码:1796 / 1798
页数:3
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