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Moment structure of a family of first-opder exponential garch models

机译:一阶指数garch模型族的矩结构

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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 casesboth 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 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.
机译:本文考虑一类一阶指数广义广义自回归条件异方差(GARCH)模型的矩结构。此类在特殊情况下包含标准指数GARCH模型和对称对数GARCH模型和非对称对数GARCH模型。给出了存在任意时刻的条件。此外,导出了绝对值观测值的正态性的峰度和自相关表达式。讨论了自相关结构的性质,并将其与标准GARCH情况下的性质进行比较,平方误差的自相关的衰减率不是恒定的,并且根据模型参数的不同,其在一开始的速度可能相当快。

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