The stock sonar - Sentiment analysis of stocks based on a hybrid approach

Proceedings of the National Conference on Artificial Intelligence

Volumn 2, Issue , 2011, Pages 1642-1647

  Feldman, Ronen ^a,b   Rosenfeld, Benjamin ^b   Bar Haim, Roy ^b   Fresko, Moshe ^b  

^a HEBREW UNIVERSITY OF JERUSALEM   (Israel)

^b Digital Trowel ^*  (Israel)

Author keywords

[No Author keywords available]

Indexed keywords

HYBRID APPROACH; SEMANTIC EVENT; SENTIMENT ANALYSIS; SENTIMENT CLASSIFICATION;

DATA MINING; INFORMATION RETRIEVAL SYSTEMS; SEMANTICS; SONAR; UNDERWATER ACOUSTICS;

ARTIFICIAL INTELLIGENCE;

EID: 80055041803     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (16)

1. Chan, W. S. 2003. Stock price reaction to news and no-news: drift and reversal after headlines. Journal of Financial Economics 70(2):223-260. (Pubitemid 37282268)
2. Das, S., and Chen, M. 2001. Yahoo! for Amazon: Extracting market sentiment from stock message boards. In Proceedings of APFA.
3. Devitt, A., and Ahmad, K. 2007. Sentiment polarity identification in financial news: A cohesion-based approach. In Proceedings of ACL.
4. Feldman, R., and Sanger, J. 2006. The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data. Cambridge, MA, USA: Cambridge University Press.
5. Goldberg, H. G.; Kirkland, J. D.; Lee, D.; Shyr, P.; and Thakker, D. 2003. The NASD Securities Observation, New Analysis and Regulation system (SONAR). In IAAI, 11-18.
6. Koppel, M., and Shtrimberg, I. 2004. Good news or bad news? Let the market decide. In Proceedings of the AAAI Spring Symposium on Exploring Attitude and Affect in Text: Theories and Applications.
7. Lavrenko, V.; Schmill, M.; Lawrie, D.; Ogilvie, P.; Jensen, D.; and Allan, J. 2000. Mining of concurrent text and time series. In Proceedings of KDD-2000 Workshop on Text Mining.
8. Lexalytics. 2010. How we do sentiment analysis. http://www.lexalytics. com/resources/how-we-do-sentimentanalysis-pagel.
9. Mitra, L.; Mitra, G.; and diBartolomeo, D. 2008. Equity portfolio risk (volatility) estimation using market information and sentiment. http://www.ravenpack.com/research/Equity-portfolio-risk.est.pdf.
10. O'Hare, N.; Davy, M.; Bermingham, A.; Ferguson, P.; Sheridan, P.; Gurrin, C.; and Smeaton, A. F. 2009. Topic-dependent sentiment analysis of financial blogs. In Proceedings of TSA'09.
11. Pang, B., and Lee, L. 2008. Opinion mining and sentiment analysis. Found. Trends Inf. Retr. 2.
12. Rosenfeld, B.; Feldman, R.; Fresko, M.; Schier, J.; and Aumann, Y. 2004. TEG: a hybrid approach to information extraction. In Proceedings of CIKM.
13. Rosenfeld, B.; Feldman, R.; and Ungar, L. 2008. Using sequence classification for filtering web pages. In Proceeding of CIKM.
14. SAS. 2011. SAS sentiment analysis. http://www.sas.com/resources/ factsheet/104357-0610.pdf.
15. Schumaker, R. P., and Chen, H. 2010. A discrete stock price prediction engine based on financial news. Computer 43:51-56.
16. Tetlock, P. C.; Saar-Tsechansky, M.; and Macskassy, S. 2008. More than words: Quantifying language to measure firms' fundamentals. The Journal of Finance 63(3):1437-1467.