投资者情绪关联性:来自线性和非线性因果关系方法的证据

IF 2 0 ECONOMICS Annals of Financial Economics Pub Date : 2021-12-16 DOI:10.1142/s2010495221500160
A. Tiwari, Deven Bathia, Elie Bouri, Rangan Gupta
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引用次数: 6

摘要

本文基于2003年1月至2017年11月的月度数据,为确定美国、拉丁美洲、欧元区、日本和亚洲(不包括日本)情绪的格兰杰因果关系提供了一个新的视角。使用基于调查的情绪指数“sentix”,我们的结果表明,有强有力的证据表明,非线性和结构断裂使线性因果关系模型的使用变得不可靠。使用基于核的多元非线性因果关系检验,我们发现因果关系从欧元区延伸到美国、亚洲和日本,日本也引起了欧元区情绪,拉丁美洲引起了日本情绪。有趣的是,当我们对欧元区和美国、欧元区和亚洲、欧元区与日本、拉丁美洲和日本的情况应用滚动估计来检测时变因果关系时,结果表明,在最近的全球金融危机的某些月份及其后,存在双向溢出的证据。总的来说,我们的研究结果表明,日本、亚洲和美国的情绪与欧元区以及日本和拉丁美洲的情绪有着非常密切的联系。
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INVESTOR SENTIMENT CONNECTEDNESS: EVIDENCE FROM LINEAR AND NONLINEAR CAUSALITY APPROACHES
This paper provides a novel perspective in determining the Granger causality of sentiment across the US, Latin America, Eurozone, Japan and Asia (excluding Japan), based on monthly data covering the period of January 2003–November 2017. Using a survey-based sentiment index of “sentix”, our results suggest strong evidence of nonlinearity and structural breaks making the use of linear causality models unreliable. Using a kernel-based multivariate nonlinear causality test, we find that causality runs from Eurozone to the US, Asia and Japan, with Japan also causing the Eurozone sentiment, and Latin America causing the Japanese sentiment. Interestingly, when we apply rolling estimations to detect time-varying causality for the cases of Eurozone and the US, Eurozone and Asia, Eurozone and Japan and Latin America and Japan, the results suggest evidence of bidirectional spillovers during certain months of the recent global financial crisis, and thereafter. Overall, our findings indicate that the sentiments of Japan, Asia and the US are related quite strongly with that of the Eurozone, as well as the sentiments of Japan and Latin America.
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来源期刊
CiteScore
6.60
自引率
55.00%
发文量
30
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