Monitoring parameter change in AR(p) time series models

被引:63
作者
Gombay, Edit [1 ]
Serban, Daniel [1 ]
机构
[1] Univ Alberta, Dept Math & Stat Sci, Edmonton, AB T2G 2G1, Canada
关键词
Change point; Efficient score vector; Page's CUSUM test; Sequential test; Strong approximations; Time series; PERFORMANCE;
D O I
10.1016/j.jmva.2008.08.005
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
Sequential tests that are generalizations of Page's CUSUM tests are proposed for detecting an abrupt change in any parameter, or in any collection of parameters of an autoregressive time series model. These tests accommodate nuisance parameters. They are based on large sample approximations to the efficient score vector under the null hypothesis of no change and under the alternative. The empirical power of the tests is evaluated in a simulation Study. The new method performs better than the existing ones found in the literature if the criterion is the type I error probability, which can be unacceptably high for methods that minimize the expected value of the reaction time. (C) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:715 / 725
页数:11
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