TAIL BEHAVIOR AND OLS ESTIMATION IN AR-GARCH MODELS

被引:12
|
作者
Lange, Theis [1 ]
机构
[1] Univ Copenhagen, Dept Biostat, DK-1014 Copenhagen K, Denmark
关键词
ARMA-GARCH; heavy tails; tail behavior;
D O I
10.5705/ss.2009.066
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
The scope of this paper is twofold. We first describe the tail behavior for general AR-GARCH processes and hence extend the results of Basrak, Davis, and Mikosch (2002b) to another empirical relevant model class. Second, and primarily, we study properties for the OLS estimator in general AR-GARCH model. Specifically it is shown that the OLS estimator of the autoregressive parameter in the AR-GARCH model has a non-standard limiting distribution with a non-standard rate of convergence when the innovations have non-finite fourth order moment.
引用
收藏
页码:1191 / 1200
页数:10
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