Asymptotic theory for multivariate GARCH processes

被引:133
|
作者
Comte, F [1 ]
Lieberman, O
机构
[1] Univ Paris 05, CNRS, FRE 2428, Lab MAP5, F-75270 Paris 06, France
[2] Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
关键词
asymptotic normality; BEKK; consistency; GARCH; Martingale CLT;
D O I
10.1016/S0047-259X(02)00009-X
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
We provide in this paper asymptotic theory for the multivariate GARCH(p, q) process. Strong consistency of the quasi-maximum likelihood estimator (MLE) is established by appealing to conditions given by Jeantheau (Econometric Theory 14 (1998), 70) in conjunction with a result given by Boussama (Ergodicity, mixing and estimation in GARCH models, Ph.D. Dissertation, University of Paris 7, 1998) concerning the existence of a stationary and ergodic solution to the multivariate GARCH(p, q) process. We prove asymptotic normality of the quasi-MLE when the initial state is either stationary or fixed. (C) 2003 Elsevier Science (USA). All rights reserved.
引用
收藏
页码:61 / 84
页数:24
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