MOMENT STRUCTURE OF A FAMILY OF FIRST-ORDER EXPONENTIAL GARCH MODELS

B-Tier
Journal: Econometric Theory
Year: 2002
Volume: 18
Issue: 4
Pages: 868-885

Authors (3)

He, Changli (not in RePEc) Teräsvirta, Timo (Aarhus Universitet) Malmsten, Hans (not in RePEc)

Score contribution per author:

0.670 = (α=2.01 / 3 authors) × 1.0x B-tier

α: calibrated so average coauthorship-adjusted count equals average raw count

Abstract

In this paper we consider the moment structure of a class of first-order exponential generalized autoregressive conditional heteroskedasticity (GARCH) models. This class contains as special cases both the standard exponential GARCH model and the symmetric and asymmetric logarithmic GARCH model. Conditions for the existence of any arbitrary moment are given. Furthermore, the expressions for the kurtosis and the autocorrelations of positive powers of absolute-valued observations are derived. The properties of the autocorrelation structure are discussed and compared to those of the standard first-order GARCH process. In particular, it is seen that, contrary to the standard GARCH case, the decay rate of the autocorrelations of squared errors is not constant and that the rate can be quite rapid in the beginning, depending on the parameters of the model.

Technical Details

RePEc Handle
repec:cup:etheor:v:18:y:2002:i:04:p:868-885_18
Journal Field
Econometrics
Author Count
3
Added to Database
2026-01-29