A comparative study on term weighting schemes for text categorization

Proceedings of the International Joint Conference on Neural Networks

Volumn 1, Issue , 2005, Pages 546-551

  Lan, Man ^a,b   Sung, Sam Yuan ^a   Low, Hwee Boon ^b   Tan, Chew Lim ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

^b INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATIC PROGRAMMING; BINARY CODES; ELECTRONIC DOCUMENT EXCHANGE; FUNCTION EVALUATION; NEURAL NETWORKS; VECTORS;

DATA SETS; KERNEL FUNCTIONS; TEXT CATEGORIZATION; WEIGHTING SCHEMES;

TEXT PROCESSING;

EID: 33745968931     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2005.1555890     Document Type: Conference Paper

References (18)

1. E. Leopold and J. Kindermann. Text categorization with support vector machines, how to represent texts in input space?. Machine Learning, 46(1-3):423 - 444, January - February - March 2002.
2. C. Buckley. G. Salton. J. Allan, and A. Singhal. Automatic query expansion using SMART: TREC-3. In Text REtiieval Conference, 1994.
3. C.-C. Chang and C.-J. Lin. LIBSVM: a library for support vector machines. 2001. Software available at http://www.csie.ntu.edu.tw/~cjlin/libsvm.
4. P. Dai, U. Iurgel, and G. Rigoll. A novel feature combination approach for spoken document classification with support vector machines. 2003.
5. F. Debole and F. Sebastiani. Supervised term weighting for automated text categorization. In Proceedings of the 2003 ACM symposium on Applied computing pages 784-788. ACM Press, 2003.
6. Z.-H. Deng, S.-W. Tang, D.-Q. Yang, M. Zhang, L.-Y. Li, and K. Q. Xie. A comparative study on feature weight in text categorization, March 2004.
7. T. G. Dietterich. Approximate statistical tests for comparing supervised classification learning algorithms. Neural Comput., 10(7): 1895-1923, 1998.
8. |8] S. Dumais, J. Platt, D. Heckerman, and M. Sahami. Inductive learning algorithms and representations for text categorization. In Proceedings of the seventh international conference on Information and knowledge management, pages 148-155. ACM Press, 1998.
9. T. Joachims. Text categorization with support vector machines: learning with many relevant features. In C. Nédellec and C. Rouveirol. editors, Proceedings of ECML-98, 10th European Conference on Machine Learning, number 1398, pages 137-142. Chemnitz, DE, 1998. Springer Verlag, Heidelberg, DE.
10. A. Kehagias, V. Petridis, V. Kaburlasos, and P. Fragkou. A comparison of word- and sense-based text categorization using several classification algorithms. Journal of Intelligent Information Systems, 21(3):227-247, November 2003.
11. D.D. Lewis. An evaluation of phrasal and clustered representations on a text categorization task. In N. J. Belkin, P. Ingwersen, and A. M. Pejtersen. editors. Proceedings of the 15th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. Copenhagen, Denmark, June 21-24, 1992, paaes 37-50. ACM, 1992.
12. D. D. Lewis, Y. Yang, T. G. Rose, and F. Li. Revl: A new benchmark collection for text categorization research. J. Mach. Learn. Res., 5:361-397, 2004.
13. D. Mladenic, J. Brank, M. Grobelnik, and N. Milic-Frayling. Feature selection using linear classifier weights: interaction with classification models. In Proceedings of the 27th annual international conference on Research and development in information retrieval, pages 234-241. ACM Press, 2004.
14. M. Porter. An algorithm for suffix stripping. Program, pages 130-137, 1980.
15. G. Salton and C. Buckley. Term-weighting approaches in automatic text retrieval. Inf. Process. Manage.. 24(5):513-523. 1988.
16. F. Sebastiani. Machine learning in automated text categorization. ACM Comput. Surv:, 34(1): 1-47, 2002.
17. H. Wu and G. Salton. A comparison of search term weighting: term relevance vs. inverse document frequency. In Proceedings of the 4th annual international ACM SIGIR conference on Information storage and retrieval, pages 30-39. ACM Press, 1981.
18. Y. Yang and X. Liu. A re-examination of text categorization methods. In Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, pages 42 - 49. ACM Press, 1999.