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Correlation between Shanghai crude oil futures, stock, foreign exchange, and gold markets: a GARCH-vine-copula method

机译:上海原油期货,股票,外汇和黄金市场的相关性:GARCH-VINE-COPULA方法

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摘要

The relationship between markets has always been a topic of heated debate among scholars from various countries. One of the most important concerns is the need to model the relationships between the crude oil market and other markets. Based on daily return observations from 2018 to 2019, we apply a GARCH-vine-copula approach to probe the linkage between Shanghai crude oil futures, stock, foreign exchange, and gold markets. We find that obvious tail dependencies do exist between these markets. And the crude oil futures market occupies a dominant position. Moreover, when the Shanghai crude oil futures market is taken as the known condition, the links between different markets reduce to some extent. Finally, value at risk results denote that the risk of the Shanghai crude oil futures market is relatively high, but portfolio investment can effectively reduce the risk. Moreover, the model fitting results at different confidence levels have passed the Kupiec backtest, indicating that the model in this paper fits the relationship between these markets well.
机译:市场之间的关系一直是各国的学者之间的激烈辩论主题。最重要的疑虑之一是需要模拟原油市场与其他市场之间的关系。根据2018年至2019年的日常返回观察,我们申请了GARCH-VINE-COPULA方法来探讨上海原油期货,股票,外汇和黄金市场之间的联系。我们发现这些市场之间存在明显的尾部依赖性。原油期货市场占据主导地位。此外,当上海原油期货市场被视为已知条件时,不同市场之间的联系在一定程度上减少。最后,风险结果的价值表示,上海原油期货市场的风险相对较高,但投资组合投资可以有效降低风险。此外,不同置信水平的模型拟合结果通过了Kupiec返回,表明本文中的模型很适合这些市场之间的关系。

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