M-estimation of linear models with dependent errors

被引:70
|
作者
Wu, Wei Biao [1 ]
机构
[1] Univ Chicago, Chicago, IL 60637 USA
来源
ANNALS OF STATISTICS | 2007年 / 35卷 / 02期
关键词
robust estimation; linear model; dependence; nonlinear time series;
D O I
10.1214/009053606000001406
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We study asymptotic properties of M-estimates of regression parameters in linear models in which errors are dependent. Weak and strong Bahadur representations of the M-estimates are derived and a central limit theorem is established. The results are applied to linear models with errors being short-range dependent linear processes, heavy-tailed linear processes and some widely used nonlinear time series.
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页码:495 / 521
页数:27
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