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Leverage effect in energy futures revisited

机译:重新审视能源期货中的杠杆效应

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The objective of this paper is to replicate the results in Kristoufek (2014) on the leverage effect in energy futures and to analyze its robustness to both the methodology and the type of returns used. We first apply correlation-based tools for detecting both conditional heteroscedasticity and leverage effect. Then, we estimate asymmetric and long memory GARCH-type models using the data provided by Kristoufek (2014) by considering different software and the possibility that innovations follow a non-Gaussian distribution. Our findings confirm most of the results in the replicated paper. In particular, we can strongly confirm there is a significant leverage effect in the return series of WTI (West Texas Intermediate) and Brent crude oils. For the heating oil and the natural gas series, the statistical significance of the leverage effect depends on both the methodology and the type of returns used. (C) 2018 Elsevier B.V. All rights reserved.
机译:本文的目的是复制Kristoufek(2014)关于能源期货中杠杆效应的结果,并分析其对方法论和所使用收益率的稳健性。我们首先应用基于相关性的工具来检测条件异方差和杠杆效应。然后,我们使用Kristoufek(2014)提供的数据,通过考虑不同的软件以及创新遵循非高斯分布的可能性,来估计不对称且长记忆的GARCH类型模型。我们的发现证实了复制论文中的大多数结果。特别是,我们可以强烈确认WTI(西德克萨斯中质油)和布伦特原油的收益系列有显着的杠杆效应。对于取暖油和天然气系列,杠杆效应的统计显着性取决于所用方法和收益类型。 (C)2018 Elsevier B.V.保留所有权利。

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