Testing constancy of the error covariance matrix in vector models

This paper contains a Lagrange multiplier test of the hypothesis that the covariance matrix of a multivariate time series model is constant over time. It is further assumed that under the alternative, the error variances are time-varying whereas the correlation remain constant over time. Under the parameterized alternative hypothesis the variance may change continuously as a function of time or some observable stochastic variables.

[1]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1972 .

[2]  Yiu Kuen Tse,et al.  A test for constant correlations in a multivariate GARCH model , 2000 .

[3]  T. Teräsvirta,et al.  Multivariate Autoregressive Conditional Heteroskedasticity with Smooth Transitions in Conditional Correlations , 2005 .

[4]  James G. MacKinnon,et al.  Graphical Methods for Investigating the Size and Power of Hypothesis Tests , 1998 .

[5]  Helmut Lütkepohl,et al.  Vector Autoregressive and Vector Error Correction Models , 2004 .

[6]  Marcelo C. Medeiros,et al.  Diagnostic Checking in a Flexible Nonlinear Time Series Model , 2003 .

[7]  Timo Teräsvirta,et al.  Testing the constancy of regression parameters against continuous structural change , 1994 .

[8]  Y. Tse,et al.  A Multivariate Generalized Autoregressive Conditional Heteroscedasticity Model With Time-Varying Correlations , 2002 .

[9]  Timo Teräsvirta,et al.  Testing linearity against smooth transition autoregressive models , 1988 .

[10]  R. Engle Dynamic Conditional Correlation , 2002 .

[11]  Bruce E. Hansen,et al.  Inference When a Nuisance Parameter Is Not Identified under the Null Hypothesis , 1996 .

[12]  H. White A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity , 1980 .

[13]  R. Engle Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation , 1982 .

[14]  J. Wooldridge,et al.  A Capital Asset Pricing Model with Time-Varying Covariances , 1988, Journal of Political Economy.

[15]  Helmut Lütkepohl,et al.  Applied Time Series Econometrics , 2004 .

[16]  P. Maher,et al.  Handbook of Matrices , 1999, The Mathematical Gazette.

[17]  Stephen Figlewski,et al.  Estimation of the Optimal Futures Hedge , 1988 .

[18]  T. Breurch,et al.  A simple test for heteroscedasticity and random coefficient variation (econometrica vol 47 , 1979 .

[19]  T. Bollerslev,et al.  Modelling the Coherence in Short-run Nominal Exchange Rates: A Multivariate Generalized ARCH Model , 1990 .