Robust estimation for ARMA models

Citation
Muler, Nora et al., Robust estimation for ARMA models, Annals of statistics , 37(2), 2009, pp. 816-840
Journal title
ISSN journal
00905364
Volume
37
Issue
2
Year of publication
2009
Pages
816 - 840
Database
ACNP
SICI code
Abstract
This paper introduces a new class of robust estimates for ARMA models. They are M-estimates, but the residuals are computed so the effect of one outlier is limited to the period where it occurs. These estimates are closely related to those based on a robust filter, but they have two important advantages: they are consistent and the asymptotic theory is tractable. We perform a Monte Carlo where we show that these estimates compare favorably with respect to standard M-estimates and to estimates based on a diagnostic procedure.