M-Estimation of Linear Models with Dependent Errors

Authors
Citation
Wu, Wei Biao, M-Estimation of Linear Models with Dependent Errors, Annals of statistics , 35(2), 2007, pp. 495-521
Journal title
ISSN journal
00905364
Volume
35
Issue
2
Year of publication
2007
Pages
495 - 521
Database
ACNP
SICI code
Abstract
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.