On testing for multivariate ARCH effects in vector time series models

被引:20
作者
Duchesne, P
Lalancette, S
机构
[1] Univ Montreal, Dept Math & Stat, Montreal, PQ H3C 3J7, Canada
[2] HEC Montreal, Dept Finance, Montreal, PQ H3T 2A7, Canada
[3] Hydro Quebec Res Inst, Montreal, PQ H3T 2A7, Canada
来源
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE | 2003年 / 31卷 / 03期
关键词
autoregressive conditional heteroscedasticity models; frequency domain analysis; multivariate time series; spectral density;
D O I
10.2307/3316087
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
Using a spectral approach, the authors propose tests to detect multivariate ARCH effects in the residuals from a multivariate regression model. The tests are based on a comparison, via a quadratic norm, between the uniform density and a kernel-based spectral density estimator of the squared residuals and cross products of residuals. The proposed tests are consistent under an arbitrary fixed alternative. The authors present a new application of the test due to Hosking (1980) which is seen to be a special case of their approach involving the truncated uniform kernel. However, they typically obtain more powerful procedures when using a different weighting. The authors consider especially the procedure of Robinson (1991) for choosing the smoothing parameter of the spectral density estimator. They also introduce a generalized version of the test for ARCH effects due to Ling & Li (1997). They investigate the finite-sample performance of their tests and compare them to existing tests including those of Ling & Li (1997) and the residual-based diagnostics of Tse (2002). Finally, they present a financial application.
引用
收藏
页码:275 / 292
页数:18
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