Asymptotic normality of the quasi-maximum likelihood estimator for multidimensional causal processes

Citation
Bardet, Jean-marc et Wintenberger, Olivier, Asymptotic normality of the quasi-maximum likelihood estimator for multidimensional causal processes, Annals of statistics , 37(5B), 2009, pp. 2730-2759
Journal title
ISSN journal
00905364
Volume
37
Issue
5B
Year of publication
2009
Pages
2730 - 2759
Database
ACNP
SICI code
Abstract
Strong consistency and asymptotic normality of the quasi-maximum likelihood estimator are given for a general class of multidimensional causal processes. For particular cases already studied in the literature [for instance univariate or multivariate ARCH(.) processes], the assumptions required for establishing these results are often weaker than existing conditions. The QMLE asymptotic behavior is also given for numerous new examples of univariate or multivariate processes (for instance TARCH or NLARCH processes).