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Robust estimation for ARMA models

Robust estimation for ARMA models

来源:Arxiv_logoArxiv
英文摘要

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.

V¨actor J. Yohai、Nora Muler、Daniel Pe?a

10.1214/07-AOS570

数学

V¨actor J. Yohai,Nora Muler,Daniel Pe?a.Robust estimation for ARMA models[EB/OL].(2009-04-01)[2025-08-02].https://arxiv.org/abs/0904.0106.点此复制

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