Can investor sentiment be used to predict the stock price? Dynamic analysis based on China stock market

被引:99
作者
Guo, Kun [1 ,2 ,3 ]
Sun, Yi [2 ]
Qian, Xin [4 ]
机构
[1] Chinese Acad Sci, Res Ctr Fictitious Econ & Data Sci, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Sch Econ & Management, Beijing, Peoples R China
[3] Chinese Acad Sci, Key Lab Big Data Min & Knowledge Management, Beijing, Peoples R China
[4] Northeastern Univ, Sch Business Adm, Shenyang, Peoples R China
基金
中国国家自然科学基金;
关键词
Investor sentiment; Thermal optimal path; Stock market; Dynamic analysis; LEAD-LAG RELATIONSHIP; THERMAL OPTIMAL PATH; 2; TIME-SERIES; NONPARAMETRIC DETERMINATION; BEHAVIOR; MODEL;
D O I
10.1016/j.physa.2016.11.114
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
With the development of the social network, the interaction between investors in stock market became more fast and convenient. Thus, investor sentiment which can influence their investment decisions may be quickly spread and magnified through the network, and to a certain extent the stock market can be affected. This paper collected the user comments data from a popular professional social networking site of China stock market called Xueqiu, then the investor sentiment data can be obtained through semantic analysis. The dynamic analysis on relationship between investor sentiment and stock market is proposed based on Thermal Optimal Path (TOP) method. The results show that the sentiment data was not always leading over stock market price, and it can be used to predict the stock price ;only when the stock has high investor attention. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:390 / 396
页数:7
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