A comparative study on text representation schemes in text categorization

Pattern Analysis and Applications

Volumn 8, Issue 1-2, 2005, Pages 199-209

  Song, Fengxi ^a   Liu, Shuhai ^a   Yang, Jingyu ^a  

^a NANJING UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

Multi way analysis of variance; Pattern recognition; Support vector machines; Text categorization; Text representation

Indexed keywords

EID: 27844480603     PISSN: 14337541     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10044-005-0256-3     Document Type: Article

References (19)

1. Maron M (1961) Automatic indexing: an experimental inquiry. J Assoc Comput Mach 8(3):404-417
2. Sebastiani F (2002) Machine learning in automated text categorization. ACM Comput Surv 34(1):1-47
3. Jain AK, Duin RPW, Mao J (2000) Statistical pattern recognition: a review. IEEE Trans PAMI 22(1):4-37
4. Yang Y (1999) An evaluation of statistical approaches to text categorization. Inf Retrieval 1(2):69-90
5. Joachims T (1998) Text categorization with support vector machines: learning with many relevant features. Proceedings of the 10th European Conference on Machine Learning (ECML). Springer, Berlin Heidelberg New York
6. Dumais S, Platt J, Heckerman D, Sahami M (1998) Inductive learning algorithms and representations for text categorization. Proceedings of the CIKM-98, Seventh ACM International Conference on Information and Knowledge Management, pp 148-155
7. Yang Y, Liu X (1999) A re-evaluation of text categorization methods. Proceedings of SIGIR-99, 22nd ACM International Conference on Research and Development in Information Retrieval, pp 42-49
8. Zhang T, Oles FJ (2001) Text categorization based on regularized linear classification methods. Inf Retrieval 4:5-31
9. Chakrabarti S, Roy S, Soundalgekar MV, Bombay I (2002) Fast and accuracy text classification via multiple linear discriminant projections. Proceedings of the 28th VLDB Conference, Hong Kong, China
10. Petridis V, Kaburlasos VG, Fragkou P, Kehagias A (2001) Text classification using the - FLNMAP neural network. Proceedings of the 2001 International Joint Conference on Neural Networks (IJCNN2001)
11. Salton G, Wong A, Yang C (1975) A vector space model for automatic indexing. Commun ACM 18(11):613-620
12. Baker LD, McCallum AK (1998) Distributional clustering of words for text categorisation. Proceedings of SIGIR-98, 21st ACM International Conference on Research and Development in Information Retrieval, Melbourne, Australia, pp 96-103
13. Yang Y Pedersen JO (1997) A comparative study on feature selection in text categorization. In: Machine learning, Proceedings of the 14th International Conference (ICML'97), pp 412-420
14. Ma J, Zhao Y Ahalt S OSU SVM Classifier Matlab Toolbox (ver 3.00). Available at: http://www.eng.ohio-state.edu/~maj/osu_svm/
15. Porter MF (1980) An algorithm for suffix striping, Program, vol 14, no. 3, pp 130-137
16. Lewis, Reuters-21578, Distribution 1.0. Available at: http://www.research.att.com/~lewis/reuters21578.html
17. Hsu C, Lin C (2002) A comparison of methods for multiclass support vector machines. IEEE Trans Neural Netw 13(2)
18. Lang K (1995) Newsweeder: learning to filter netnews. Proceeding of the Twelfth International Conference on Machine Learning, pp 331-339
19. Schulze H, Hull DA, Pedersen JO (1995) A comparison of classifiers and document representations for the routing problem. Proceedings of SIGIR-95, 18th ACM International Conference on Research and Development in Information Retrieval, pp 229-23