Analysis of the effect of Headline News in financial market through text categorisation

作者: Satoru Takahashi , Hiroshi Takahashi , Kazuhiko Tsuda

DOI: 10.1504/IJCAT.2009.026597

关键词: CategorizationBusinessRelation (database)MarketingAsset managementNaive Bayes classifierFinancial marketInformation sourceInformation systemHeadline

摘要: In this paper, we analyse the relation between stock-price returns and Headline News. News is a very important source of information in asset management sent large quantities every day. We study effect more than 13,000 from Jiji Press. classify into three types using text categorisation reaction return to each news. From our research, figure out following issues: (1) make system that has about 80% classification accuracy, (2) can extract effective (3) such small firms.

参考文章(13)
B. Wüthrich, D. Permunetilleke, V. Cho, J. Zhang, S. Leung, W. Lam, Daily prediction of major stock indices from textual WWW data knowledge discovery and data mining. pp. 364- 368 ,(1998)
Satoru Takahashi, Masakazu Takahashi, Hiroshi Takahashi, Kazuhiko Tsuda, Analysis of Stock Price Return Using Textual Data and Numerical Data Through Text Mining Lecture Notes in Computer Science. pp. 310- 316 ,(2006) , 10.1007/11893004_40
Michael Dewally, Internet Investment Advice: Investing with a Rock of Salt Social Science Research Network. ,(2000) , 10.2139/SSRN.206089
Satoru Takahashi, Hiroshi Takahashi, Kazuhiko Tsuda, An Efficient Learning System for Knowledge of Asset Management international conference on knowledge-based and intelligent information and engineering systems. pp. 494- 500 ,(2004) , 10.1007/978-3-540-30132-5_70
David D. Lewis, Naive (Bayes) at forty: The independence assumption in information retrieval Machine Learning: ECML-98. pp. 4- 15 ,(1998) , 10.1007/BFB0026666
Michaël Dewally, Internet Investment Advice: Investing with a Rock of Salt Financial Analysts Journal. ,vol. 59, pp. 65- 77 ,(2003) , 10.2469/FAJ.V59.N4.2546
Gerard Salton, Michael J. McGill, Introduction to Modern Information Retrieval ,(1983)
Andrew W. Lo, John Y. Campbell, A. Craig MacKinlay, The econometrics of financial markets ,(1997)
Robert Tumarkin, Robert F. Whitelaw, News or Noise? Internet Postings and Stock Prices Financial Analysts Journal. ,vol. 57, pp. 41- 51 ,(2001) , 10.2469/FAJ.V57.N3.2449
G. SALTON, C.S. YANG, On the Specification of Term Values in Automatic Indexing Journal of Documentation. ,vol. 29, pp. 351- 372 ,(1973) , 10.1108/EB026562