Dynamic Business Network Analysis for Correlated Stock Price Movement Prediction

作者: Wenping Zhang , Chunping Li , Yunming Ye , Wenjie Li , Eric W.T. Ngai

DOI: 10.1109/MIS.2015.25

关键词:

摘要: Although much research is devoted to the analysis and prediction of individuals' behavior in social networks, very few studies analyze firms' performance with respect business networks. Empowered by recent on automated mining this article illustrates design a novel network-based model called energy cascading (ECM) for predicting directional stock price movements related firms. More specifically, proposed predictive analytics considers both influential relationships Twitter sentiments infer firm's middle long-term movements. The reported empirical experiments are based publicly available financial corpus media postings that reveal ECM be effective It outperforms best baseline model, Pearson correlation-based upward movement 11.7 percent terms F-measure.

参考文章(7)
Dickson K. W. Chiu, Raymond Y. K. Lau, Stephen S. Y. Liao, K. F. Wong, Web 2.0 environmental scanning and adaptive decision support for business mergers and acquisitions Management Information Systems Quarterly. ,vol. 36, pp. 1239- 1268 ,(2012) , 10.5555/2481674.2481686
Benjamin F. King, Market and Industry Factors in Stock Price Behavior The Journal of Business. ,vol. 39, pp. 139- 190 ,(1966) , 10.1086/294847
Robert P. Schumaker, Hsinchun Chen, Textual analysis of stock market prediction using breaking financial news ACM Transactions on Information Systems. ,vol. 27, pp. 1- 19 ,(2009) , 10.1145/1462198.1462204
Devi R. Gnyawali, Ravindranath Madhavan, Cooperative Networks and Competitive Dynamics: a Structural Embeddedness Perspective Academy of Management Review. ,vol. 26, pp. 431- 445 ,(2001) , 10.5465/AMR.2001.4845820
Johan Bollen, Huina Mao, Xiaojun Zeng, Twitter mood predicts the stock market. Journal of Computational Science. ,vol. 2, pp. 1- 8 ,(2011) , 10.1016/J.JOCS.2010.12.007
Harikesh S. Nair, Puneet Manchanda, Tulikaa Bhatia, Asymmetric Social Interactions in Physician Prescription Behavior: The Role of Opinion Leaders Journal of Marketing Research. ,vol. 47, pp. 883- 895 ,(2010) , 10.1509/JMKR.47.5.883
Lau, Liao, Wong, Chiu, Web 2.0 Environmental Scanning and Adaptive Decision Support for Business Mergers and Acquisitions Management Information Systems Quarterly. ,vol. 36, pp. 1239- ,(2012) , 10.2307/41703506