在风暴中航行:加密货币市场波动与金融不稳定之间的时频分位数依赖和非线性因果关系

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Brahim Gaies , Najeh Chaâbane , Nesrine Bouzouita
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引用次数: 0

摘要

在本研究中,我们从宏观角度使用最近引入的加密货币VIX指标,对全球加密货币市场波动与金融不稳定之间的时频分位数动态进行了新颖的探索。考虑到Covid-19和俄罗斯-乌克兰战争冲击的影响,小波相干性分析、新型分位数小波相干性方法和非参数因果检验的结果显示,美国金融压力与全球加密货币市场波动之间存在很强的相关性。这种依赖可能在长期和极端市场条件下持续存在,但在短期内会减弱。此外,该研究发现,虽然加密货币不能有效对冲与银行业和系统性风险相关的风险,但在短期和稳定的市场条件下,它们可以用来对冲股市风险。然而,该研究表明,在中期,股票市场和加密货币市场之间存在金融风险的相互传导。针对分位数连通性的替代方法进行了测试,这些发现进一步重申了它们的稳健性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Navigating the storm: Time-frequency quantile dependence and non-linear causality between crypto-currency market volatility and financial instability

In this study, we conduct a novel exploration of the time-frequency quantile dynamics between global crypto-currency market volatility and financial instability, using the recently introduced Cryptocurrency VIX indicator from a macro perspective. Taking into account the impact of Covid-19 and the Russian-Ukrainian war shocks, the results from the wavelet coherence analysis, the novel quantile wavelet coherency approach, and the non-parametric causality test reveal a strong dependence between the US financial stress and the volatility of the global cryptocurrency market. This dependence is likely to persist over the long-term and in extreme market conditions, but weaken in the short-term. Additionally, the study finds that while cryptocurrencies are not effective for hedging against risks associated with the banking sector and systemic risk, they can be used to hedge against stock market risk in the short term and under stable market conditions. However, the study shows a mutual transmission of financial risk between the stock market and the cryptocurrency market over the medium run. Tested against the alternative method of quantile connectedness, these findings further reaffirm their robustness.

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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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