Using web searches on important words to create background sets for LSI classification

FLAIRS 2006 - Proceedings of the Nineteenth International Florida Artificial Intelligence Research Society Conference

Volumn 2006, Issue , 2006, Pages 598-603

  Zelikovitz, Sarah ^a   Kogan, Marina ^a  

^a CITY UNIVERSITY OF NEW YORK   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BACKGROUND TEXT SET; DOCUMENT MATRIX; LATENT SEMANTIC INDEXING (LSI) CLASSIFICATION; TEXT CLASSIFICATION;

ALGORITHMS; CLASSIFICATION (OF INFORMATION); DATA MINING; INDEXING (OF INFORMATION); SEMANTICS; WORLD WIDE WEB;

TEXT PROCESSING;

EID: 33746097784     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. Belkin, M., and Niyogi, P. 2004. Semi-supervised learning on manifolds. Machine Learning Journal: Special Issue on Clustering 209-239.
2. Cohen, W., and Hirsh, H. 1998. Joins that generalize: Text categorization using WHIRL. In Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining, 169-173.
3. Deerwester, S.; Dumais, S.; Furnas, G.; and Landauer, T. 1990. Indexing by latent semantic analysis. Journal for the American Society for Information Science 41 (6):391-407.
4. Dumais, S. 1993. LSI meets TREC: A status report. In Hartman, D., ed., The first Text REtrieval Conference: NIST special publication 500-215, 105-116.
5. Joachims, T. 1999. Transductive inference for text classification using support vector machines. In Proceedings of the Sixteenth International Conference on Machine Learning, 200-209.
6. Joachims, T. 2003. Transductive learning via spectral graph partitioning. In Proceedings of the International Conference on Machine Learning (ICML), 290-297.
7. Nigam, K.; Mecallum, A. K.; Thrun, S.; and Mitchell, T. 2000. Text classification from labeled and unlabeled documents using EM. Machine Learning 39(2/3): 103-134.
8. Yang, Y., and Chute, C. 1994. An example-based mapping method for text classification and retrieval. ACM Transactions on Information Systems 12(3):252-295.
9. Zelikovitz., S., and Hirsh, H. 2001. Using LSI for text classification in the presence of background text. In Proceedings of the Tenth Conference for Information and Knowledge Management, 113-118.
10. Zelikovitz, S., and Hirsh, H. 2002. Integrating background knowledge into nearest-Neighbor text classification. In Advances in Case-Based Reasoning, ECCBR Proceedings, 1-5.
11. Zelikovitz, S., and Marquez, F. 2005. Transductive learning for short-text classification problems using latent semantic indexing. International Journal of Pattern Recognition and Artificial Intelligence 19(2):143-163.