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Contemporaneous asymmetry in GARCH processes

机译:GARCH过程中的同时不对称

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摘要

The paper introduces a new concept of asymmetry (contemporaneous asymmetry) in conditional heteroskedasticity models. We propose an original class of models aimed to capture the leverage effect, contemporaneous asymmetry as well as time-varying skewness and kurtosis. Not only past up and down moves have different impacts on the conditional variance, but also, positive and negative changes are governed by different conditional variances. We give conditions for the existence of a second-order and strictly stationary solution. The paper also provides consistency results on the quasi-maximum likelihood estimation. Finally, an empirical analysis on the French CAC 40 stock index is proposed.
机译:本文介绍了条件异方差模型中的不对称性(同时期不对称性)新概念。我们提出了一种原始模型,旨在捕获杠杆效应,同时期的不对称性以及随时间变化的偏度和峰度。不仅过去的上下波动对条件方差有不同的影响,而且正负变化也受不同的条件方差支配。我们给出了二阶严格固定解的存在条件。本文还提供了关于拟最大似然估计的一致性结果。最后,对法国CAC 40股票指数进行了实证分析。

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