A two-stage classifier with reject option for text categorisation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 3138, Issue , 2004, Pages 771-779

  Fumera, Giorgio ^a   Pillai, Ignazio ^a   Roli, Fabio ^a  

^a UNIVERSITY OF CAGLIARI   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION);

DATA SET; REUTERS; TEXT CLASSIFIERS; TWO-STAGE CLASSIFIERS;

PATTERN RECOGNITION;

EID: 35048884655     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-27868-9_84     Document Type: Article

References (13)

1. Chow, C.K.: An optimum Character Recognition System Using Decision Functions. IRE Trans, on Electronic Computers 6 (1957) 247-254
2. Chow, C.K.: On Optimum Error and Reject Tradeoff. IEEE Trans, on Information Theory 16 (1970) 41-46
3. Fumera, G., Pillai, I., Roli, F.: Classification with Reject Option in Text Categorisation Systems. In: Proc. 12th International Conference on Image Analysis and Processing. IEEE Computer Society (2003) 582-587
4. Ha, T.M.: The Optimum Class-Selective Rejection Rule. IEEE Trans, on Pattern Analysis and Machine Intelligence 19 (1997) 608-615
5. Joachims, T.: Text Categorization with Support Vector Machines: Learning with Many Relevant Features. In: Proc. 10th European Conference on Machine Learning (1998) 137-142
6. Li, Y.H., Jain, A.K.: Classification of Text Documents. The Computer Journal 41 (1998) 537-546
7. Giusti, N., Masulli, F., Sperduti, A.: Theoretical and Experimental Analysis of a Two-Stage System for Classification. IEEE Trans, on Pattern Analysis and Machine Intelligence 24 (2002) 893-904
8. Pudil, P., Novovicova, J., Blaha, S., Kittler, J.: Multistage Pattern Recognition with Reject Option. In: Proc. 11th IAPR Int. Conf. on Pattern Recognition, Vol. 2. (1992) 92-95
9. Schapire, R.E., Singer, Y.: BoosTexter: a Boosting-Based System for Text Categorization. Machine Learning 39 (2000) 135-168
10. Sebastiani, F.: Machine Learning in Automated Text Categorization. ACM Computing Surveys 34 (2002) 1-47
11. Yang, Y., Pedersen, J.O.: A Comparative Study on Feature Selection in Text Categorization. In: Proc. 14th Int. Conf. on Machine Learning (1997) 412-420
12. Yang, Y., Liu, X.: A Re-Examination of Text Categorization Methods. In: Proc. 22nd ACM Int. Conf. on Res. and Dev. in Inf. Retrieval (1999) 42-49
13. Yang, Y.: A Study on Thresholding Strategies for Text Categorization. In: Proc. 24th ACM Int. Conf. on Res. and Dev. in Inf. Retrieval (2001) 137-145