A non-linear approach for predicting stock returns and volatility with the use of investor sentiment indices

被引:30
作者
Bekiros, Stelios [1 ,2 ]
Gupta, Rangan [1 ,3 ]
Kyei, Clement [3 ]
机构
[1] IPAG Business Sch, 184 Blvd St Germain, F-75006 Paris, France
[2] EUI, Dept Econ, Florence, Italy
[3] Univ Pretoria, Dept Econ, ZA-0002 Pretoria, South Africa
基金
欧盟地平线“2020”;
关键词
Investor sentiment; stock markets; non-linear dependence; C22; C32; C53; G10; G11; CAUSALITY;
D O I
10.1080/00036846.2015.1130793
中图分类号
F [经济];
学科分类号
02 ;
摘要
The popular sentiment-based investor index S-BW introduced by Baker and Wurgler (2006, 2007) is shown to have no predictive ability for stock returns. However, Huang et al. (2015) developed a new investor sentiment index, S-PLS, which can predict monthly stock returns based on a linear framework. However, the linear model may lead to misspecification and lack of robustness. We provide statistical evidence that the relationship between stock returns, S-BW and S-PLS is characterized by structural instability and inherent nonlinearity. Given this, using a nonparametric causality approach, we show that neither S-BW nor S-PLS predicts stock market returns or even its volatility, as opposed to previous empirical evidence.
引用
收藏
页码:2895 / 2898
页数:4
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