MARGINALIZATION AND CONTEMPORANEOUS AGGREGATION IN MULTIVARIATE GARCHPROCESSES

Citation
T. Nijman et E. Sentana, MARGINALIZATION AND CONTEMPORANEOUS AGGREGATION IN MULTIVARIATE GARCHPROCESSES, Journal of econometrics, 71(1-2), 1996, pp. 71-87
Citations number
19
Categorie Soggetti
Social Sciences, Mathematical Methods",Economics,"Mathematical, Methods, Social Sciences
Journal title
ISSN journal
03044076
Volume
71
Issue
1-2
Year of publication
1996
Pages
71 - 87
Database
ISI
SICI code
0304-4076(1996)71:1-2<71:MACAIM>2.0.ZU;2-N
Abstract
We first of all show that contemporaneous aggregation of independent u nivariate GARCH processes yields a weak GARCH process as introduced by Drost and Nijman (1993). Subsequently we analyze the dependence of th e parameters in the aggregate on the parameters in the underlying mode ls and show that the variance parameters after aggregation depend on t he underlying variance and kurtosis parameters. Then we generalize the results by showing that a linear combination of variables generated b y a multivariate GARCH process will also be weak GARCH. Finally we der ive the marginal (weak GARCH) processes implied by several multivariat e GARCH processes.