A Tale of Two Tails: A New Unique Information Share Measure Based on Copulas

IF 1.8 3区 经济学 Q2 BUSINESS, FINANCE Journal of Financial Econometrics Pub Date : 2023-08-28 DOI:10.1093/jjfinec/nbad023
Yanlin Shi
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Abstract

I propose a novel measure of information share, termed tail information share (TIS), which focuses on modeling the tail dependence of price innovations using copulas. I discuss its detailed technical properties, including unique identifiability, estimation procedures, and statistical properties. The proposed TIS improves over two commonly used measures by providing meaningful economic rationale and unique identifiability. My simulation studies indicate that TIS can yield more accurate estimates of market-specific contributions to price discovery when tail dependence is present. Additionally, I demonstrate the asymptotic consistency and efficiency of TIS estimators. An empirical illustration is provided using a new dataset of high-frequency crude oil futures.
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两个尾巴的故事:一种新的基于Copulas的独特信息共享度量
我提出了一种新的信息共享度量,称为尾部信息共享(TIS),该度量侧重于使用copula对价格创新的尾部依赖性进行建模。我讨论了它的详细技术特性,包括独特的可识别性、估计过程和统计特性。所提出的TIS通过提供有意义的经济原理和独特的可识别性,改进了两种常用的措施。我的模拟研究表明,当存在尾部依赖性时,TIS可以更准确地估计市场对价格发现的贡献。此外,我还证明了TIS估计量的渐近一致性和有效性。使用高频原油期货的新数据集提供了一个实证说明。
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来源期刊
CiteScore
5.60
自引率
8.00%
发文量
39
期刊介绍: "The Journal of Financial Econometrics is well situated to become the premier journal in its field. It has started with an excellent first year and I expect many more."
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