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How long the singular value decomposed entropy predicts the stock market? - Evidence from the Dow Jones Industrial Average Index
Gu, Rongbao1; Shao, Yanmin2
2016-07-01
发表期刊PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS
ISSN0378-4371
卷号453页码:150-161
摘要In this paper, a new concept of multi-scales singular value decomposition entropy based on DCCA cross correlation analysis is proposed and its predictive power for the Dow Jones Industrial Average Index is studied. Using Granger causality analysis with different time scales, it is found that, the singular value decomposition entropy has predictive power for the Dow Jones Industrial Average Index for period less than one month, but not for more than one month. This shows how long the singular value decomposition entropy predicts the stock market that extends Caraiani's result obtained in Caraiani (2014). On the other hand, the result also shows an essential characteristic of stock market as a chaotic dynamic system. (C) 2016 Elsevier B.V. All rights reserved.
关键词Stock market Prediction DCCA Entropy
DOI10.1016/j.physa.2016.02.030
语种英语
资助项目National Natural Science Foundation of China[71471081] ; Humanities and Social Science Project of Ministry of Education of China[12YJAZH020] ; Social Science Foundation of Jiangsu Province[15eyb013] ; Priority Academic Program Development of Jiangsu Higher Education Institutions (PAPD) ; Jiangsu Modern Service Institute (PMS)
WOS研究方向Physics
WOS类目Physics, Multidisciplinary
WOS记录号WOS:000374079000015
出版者ELSEVIER SCIENCE BV
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/22504
专题中国科学院数学与系统科学研究院
通讯作者Gu, Rongbao
作者单位1.Nanjing Univ Finance & Econ, Sch Finance, Nanjing 210046, Jiangsu, Peoples R China
2.Chinese Acad Sci, Ctr Forecasting Sci, Beijing 100190, Peoples R China
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Gu, Rongbao,Shao, Yanmin. How long the singular value decomposed entropy predicts the stock market? - Evidence from the Dow Jones Industrial Average Index[J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,2016,453:150-161.
APA Gu, Rongbao,&Shao, Yanmin.(2016).How long the singular value decomposed entropy predicts the stock market? - Evidence from the Dow Jones Industrial Average Index.PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,453,150-161.
MLA Gu, Rongbao,et al."How long the singular value decomposed entropy predicts the stock market? - Evidence from the Dow Jones Industrial Average Index".PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS 453(2016):150-161.
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