Multilingual sentiment analysis using Latent Semantic Indexing and machine learning

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2011, Pages 45-52

  Bader, Brett W ^a   Kegelmeyer, W Philip ^b   Chew, Peter A ^c  

^a SANDIA NATIONAL LABORATORIES   (United States)

^b SANDIA NATIONAL LABORATORIES   (United States)

^c Galisteo Consulting Group Inc   (United States)

Author keywords

Latent semantic analysis; Machine learning; Multilingual; Parallel corpora; Sentiment analysis

Indexed keywords

LATENT SEMANTIC ANALYSIS; MACHINE-LEARNING; MULTILINGUAL; PARALLEL CORPORA; SENTIMENT ANALYSIS;

DATA MINING; LEARNING SYSTEMS; SEMANTICS; SOFTWARE AGENTS;

TRANSLATION (LANGUAGES);

EID: 84857164620     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDMW.2011.185     Document Type: Conference Paper

References (19)

1. B. Liu, "Sentiment analysis and subjectivity," in Handbook of Natural Language Processing, Second Edition, Indurkhya and Damerau, Eds., 2010.
2. P. D. Turney, "Thumbs up or thumbs down? semantic orientation applied to unsupervised classification of reviews," in Proceedings of the Association of Computational Linguistics, 2002, pp. 417-424.
3. B. Pang, L. Lee, and S. Vaithyanathan, "Thumbs up? sentiment classification using machine learning techniques," in Proceedings of the Conference on Empirical Methods in Natural Language Processing, 2002, pp. 79-86.
4. K. Denecke, "Using SentiWordNet for multilingual sentiment analysis," in ICDE Workshops. IEEE Computer Society, 2008, pp. 507-512.
5. R. Mihalcea, C. Banea, and J. Wiebe, "Learning multilingual subjective language via cross-lingual projections," in Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, 2007, pp. 976-983.
6. A.-L. Ginsca, E. Boros, A. Iftene, D. Trandabat, M. Toader, M. Corici, C.-A. Perez, and D. Cristea, "Sentimatrix -multilingual sentiment analysis service," in Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA 2.011). Portland, Oregon: Association for Computational Linguistics, June 2011, pp. 189-195. [Online]. Available: http://www.aclweb.org/anthology/W11-1725
7. M. W. Berry, S. T. Dumais, and G. W. OBrien, "Using linear algebra for intelligent information retrieval," SIAM Review, vol. 37, pp. 573-595, 1994.
8. P. Young, "Cross language information retrieval using latent semantic indexing," Master's thesis, University of Knoxville, Tennessee, Knoxville, TN, 1994.
9. P. A. Chew, B. W. Bader, S. Helmreich, A. Abdelali, and S. J. Verzi, "An information-theoretic, vector-space model approach to cross-language information retrieval," Journal of Natural Language Engineering, 2010.
10. P. Koehn, "Europarl: A parallel corpus for statistical machine translation," in MT Summit 2005, 2005.
11. P. Resnik, M. Broman Olsen, and M. Diab, "The Bible as a parallel corpus: Annotating the "book of 2000 tongues"," Computers and the Humanities, vol. 33, pp. 129-153, 1999.
12. M. M. Bradley and P. J. Lang, "Affective norms for English words (ANEW): Instruction manual and affective ratings," Technical Report C-1, The Center for Research in Psychophysiology University, 1999.
13. S. C. Deerwester, S. T. Dumais, T. K. Landauer, G. W. Furnas, and R. A. Harshman, "Indexing by latent semantic analysis," Journal of the American Society for Information Science, vol. 41, no. 6, pp. 391-407, 1990.
14. S. Dumais, "Improving the retrieval of information from external sources," Behavior Research Methods, Instruments, and Computers, vol. 23, pp. 229-236, 1991.
15. I. Borg and P. Groenen, Modern Multidimensional Scaling, 2nd ed. New York: Springer-Verlag, 2005.
16. R. E. Banfield, L. O. Hall, K. W. Bowyer, and W. P. Kegelmeyer, "A comparison of decision tree ensemble creation techniques," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, no. 1, pp. 173-180, January 2007.
17. P. Sujatha and P. Dhavachelvan, "Article: Precision at k in multilingual information retrieval," International Journal of Computer Applications, vol. 24, no. 9, pp. 40-43, June 2011, published by Foundation of Computer Science.
18. A. Esuli and F. Sebastiani, "SentiWordNet: A publicly available lexical resource for opinion mining," in In Proceedings of the 5th Conference on Language Resources and Evaluation (LREC06, 2006, pp. 417-422.
19. G. Lakoff, Don't Think of an Elephant: Know Your Values and Frame the Debate. Chelsea Green Publishing, 2004, iSBN 978-1931498715.