Stationarity and the existence of moments of a family of GARCH processes

被引:178
作者
Ling, SQ
McAleer, M [1 ]
机构
[1] Univ Western Australia, Dept Econ, Crawley, WA 6009, Australia
[2] Hong Kong Univ Sci & Technol, Dept Math, Kowloon, Hong Kong, Peoples R China
基金
澳大利亚研究理事会;
关键词
ergodicity; existence of moments; GARCH; stationarity;
D O I
10.1016/S0304-4076(01)00090-2
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper investigates some structural properties of a family of GARCH processes. A simple sufficient condition for the existence of the alphadelta-order stationary solution of the processes is derived, where alpha is an element of (0, 1] and delta > 0. The solution is strictly stationary and ergodic, and the causal expansion of the family of GARCH processes is also established. Furthermore, the necessary and sufficient condition for the existence of the moments is obtained. The technique used in this paper for the moment conditions is different from that used in He and Terasvirta (J. Econom. 92 (1999a) 173), and avoids the assumption that the process started at some finite value infinitely many periods ago. Moreover, the conditions for the strict stationarity of the model and the existence of its moments are simple to check and should prove useful in practice. (C) 2002 Elsevier Science S.A. All rights reserved.
引用
收藏
页码:109 / 117
页数:9
相关论文
共 20 条
[1]   GENERALIZED AUTOREGRESSIVE CONDITIONAL HETEROSKEDASTICITY [J].
BOLLERSLEV, T .
JOURNAL OF ECONOMETRICS, 1986, 31 (03) :307-327
[2]   STATIONARITY OF GARCH PROCESSES AND OF SOME NONNEGATIVE TIME-SERIES [J].
BOUGEROL, P ;
PICARD, N .
JOURNAL OF ECONOMETRICS, 1992, 52 (1-2) :115-127
[3]  
Chen M, 1998, STAT SINICA, V8, P505
[4]  
Ding Z., 1993, J. Empir. Finance, V1, P83, DOI [DOI 10.1016/0927-5398(93)90006-D, 10.1016/0927-5398(93)90006-D]
[5]  
Engle R. F., 1990, The Review of Financial Studies, V3, P103, DOI DOI 10.1093/RFS/3.1.103
[6]   AUTOREGRESSIVE CONDITIONAL HETEROSCEDASTICITY WITH ESTIMATES OF THE VARIANCE OF UNITED-KINGDOM INFLATION [J].
ENGLE, RF .
ECONOMETRICA, 1982, 50 (04) :987-1007
[7]  
Fornari F., 1997, J APPL ECONOM, V12, P1779
[8]   ON THE RELATION BETWEEN THE EXPECTED VALUE AND THE VOLATILITY OF THE NOMINAL EXCESS RETURN ON STOCKS [J].
GLOSTEN, LR ;
JAGANNATHAN, R ;
RUNKLE, DE .
JOURNAL OF FINANCE, 1993, 48 (05) :1779-1801
[9]   Fourth moment structure of the GARCH(p,q) process [J].
He, CL ;
Teräsvirta, T .
ECONOMETRIC THEORY, 1999, 15 (06) :824-846
[10]   Properties of moments of a family of GARCH processes [J].
He, CL ;
Teräsvirta, T .
JOURNAL OF ECONOMETRICS, 1999, 92 (01) :173-192