Delay times of sequential procedures for multiple time series regression models

被引:37
作者
Aue, Alexander [1 ]
Horvath, Lajos [2 ]
Reimherr, Matthew L. [3 ]
机构
[1] Univ Calif Davis, Dept Stat, Davis, CA 95616 USA
[2] Univ Utah, Dept Math, Salt Lake City, UT 84112 USA
[3] Univ Chicago, Dept Stat, Chicago, IL 60637 USA
基金
美国国家科学基金会;
关键词
Change-point estimation; CUSUM statistic; Linear models; Sequential tests; Structural stability; Threshold function; Time series regressors; MAXIMUM-LIKELIHOOD ESTIMATORS; STRUCTURAL-CHANGE; TESTS; INSTABILITY; WEALTH; TREND; GARCH;
D O I
10.1016/j.jeconom.2008.12.018
中图分类号
F [经济];
学科分类号
02 ;
摘要
We consider a multiple regression model in which the explanatory variables are specified by time series. To sequentially test for the stability of the regression parameters in time, we introduce a detector which is based on the first excess time of a CUSUM-type statistic over a suitably constructed threshold function. The aim of this paper is to study the delay time associated with this detector. As our main result, we derive the limit distribution of the delay time and provide thereby a theory that extends the benchmark average run-length concept utilized in most of the sequential monitoring literature. To highlight the applicability of the limit results in finite samples, we present a Monte Carlo simulation study and an application to macroeconomic data. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:174 / 190
页数:17
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