GARCH(r,s)与非对称幂GARCH(r,s)模型矩条件的充要性

NECESSARY AND SUFFICIENT MOMENT CONDITIONS FOR THE GARCH(r,s) AND ASYMMETRIC POWER GARCH(r,s) MODELS

Econometric Theory · 2002
被引 296 · 同刊同年前 4%
人大 A-ABS 4

中文导读

证明了Ling(1999)给出的GARCH模型高阶矩存在的充分条件也是必要的,并将充要条件推广到非对称幂GARCH模型,对金融波动率建模有理论价值。

Abstract

Although econometricians have been using Bollerslev's (1986, Journal of Econometrics 31, 307–327) GARCH( r , s ) model for over a decade, the higher order moment structure of the model remains unresolved. The sufficient condition for the existence of the higher order moments of the GARCH( r , s ) model was given by Ling (1999a, Journal of Applied Probability 36, 688–705). This paper shows that Ling's condition is also necessary. As an extension, the necessary and sufficient moment conditions are established for Ding, Granger, and Engle's (1993, Journal of Empirical Finance , 1, 83–106) asymmetric power GARCH( r , s ) model.

GARCH模型高阶矩必要充分条件非对称幂GARCH模型