A non-linear approach for predicting stock returns and volatility with the use of investor sentiment indices
被引:30
作者:
Bekiros, Stelios
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IPAG Business Sch, 184 Blvd St Germain, F-75006 Paris, France
EUI, Dept Econ, Florence, ItalyIPAG Business Sch, 184 Blvd St Germain, F-75006 Paris, France
Bekiros, Stelios
[1
,2
]
Gupta, Rangan
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IPAG Business Sch, 184 Blvd St Germain, F-75006 Paris, France
Univ Pretoria, Dept Econ, ZA-0002 Pretoria, South AfricaIPAG Business Sch, 184 Blvd St Germain, F-75006 Paris, France
Gupta, Rangan
[1
,3
]
Kyei, Clement
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Univ Pretoria, Dept Econ, ZA-0002 Pretoria, South AfricaIPAG Business Sch, 184 Blvd St Germain, F-75006 Paris, France
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
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.
机构:
Univ Chicago, Booth Sch Business, Chicago, IL 60637 USAUniv Chicago, Booth Sch Business, Chicago, IL 60637 USA
Kelly, Bryan
;
Pruitt, Seth
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机构:
Board Governors Fed Reserve Syst, Washington, DC USA
Arizona State Univ, WP Carey Sch Business, Tempe, AZ USAUniv Chicago, Booth Sch Business, Chicago, IL 60637 USA
机构:
Univ Chicago, Booth Sch Business, Chicago, IL 60637 USAUniv Chicago, Booth Sch Business, Chicago, IL 60637 USA
Kelly, Bryan
;
Pruitt, Seth
论文数: 0引用数: 0
h-index: 0
机构:
Board Governors Fed Reserve Syst, Washington, DC USA
Arizona State Univ, WP Carey Sch Business, Tempe, AZ USAUniv Chicago, Booth Sch Business, Chicago, IL 60637 USA