Parameter change tests for ARMA-GARCH models

被引:13
作者
Song, Junmo [1 ]
Kang, Jiwon [2 ]
机构
[1] Jeju Natl Univ, Dept Comp Sci & Stat, Jeju, South Korea
[2] Jeju Natl Univ, Res Inst Basic Sci, Jeju, South Korea
基金
新加坡国家研究基金会;
关键词
ARMA-GARCH models; Parameter change test; Score test; Residual-based CUSUM test; PARTIAL SUM PROCESSES; TIME-SERIES MODELS; POINT; LIMIT; RESIDUALS;
D O I
10.1016/j.csda.2017.12.002
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper considers the problem of testing for parameter change in ARMA-GARCH models. For this, we propose score test and residual-based cumulative sum (CUSUM) test and derive their limiting null distributions. According to our simulation study, the score test performs reasonably in testing for both ARMA and GARCH parameter change, but the residual-based CUSUM test is observed to be unsuitable for detecting changes in parameters belonging to ARMA part. The residual-based CUSUM test, however, outperforms the score test in testing for GARCH parameter change. A real data analysis is provided to illustrate the use of the proposed tests. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:41 / 56
页数:16
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