Notes on M-Estimation in Exponential Signal Models

被引:0
作者
Shu Ding
Yuehua Wu
Kwok-Wai Tam
机构
[1] Hefei University of Technology,School of Economics
[2] York University,Department of Mathematics and Statistics
[3] Portland State University,Department of Mathematics
来源
Communications in Mathematics and Statistics | 2021年 / 9卷
关键词
Exponential signal model; M-estimation; Limiting distribution; Recursive algorithm; Consistency; 62H12;
D O I
暂无
中图分类号
学科分类号
摘要
An M-estimation of the parameters in an undamped exponential signal model was proposed in Wu and Tam (IEEE Trans Signal Process 49(2):373–380, 2001), and the estimation was shown to be consistent under mild assumptions. In this paper, the limiting distributions of the M-estimators are investigated. It is shown that they are asymptotically normally distributed under similar conditions as assumed in Wu and Tam (IEEE Trans Signal Process 49(2):373–380, 2001). In addition, a recursive algorithm for computing the M-estimators of frequencies is proposed, and the strong consistency of these estimators is established. Monte Carlo simulation studies using Huber’s ρ\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\rho $$\end{document} function are also provided.
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页码:139 / 151
页数:12
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