Classification with reject option in text categorisation systems

Proceedings - 12th International Conference on Image Analysis and Processing, ICIAP 2003

Volumn , Issue , 2003, Pages 582-587

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

^a Piazza d'Armi ^*  (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

PATTERN RECOGNITION PROBLEMS; PERFORMANCE MEASURE; REJECTION TECHNIQUES; REUTERS; STATISTICAL PATTERN RECOGNITION;

BENCHMARKING; IMAGE ANALYSIS; PATTERN RECOGNITION;

TEXT PROCESSING;

EID: 44649147672     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIAP.2003.1234113     Document Type: Conference Paper

References (14)

1. C.K. Chow, "An Optimum character recognition system using decision functions", IRE Trans. Electronic Computers 6, 1957, pp. 247-254.
2. C.K. Chow, "On Optimum Error and Reject Tradeoff", IEEE Trans. on Inf. Theory 16, 1970, pp. 41-46.
3. V. Dasigi et al., "Information fusion for text classification ? an experimental comparison", Pattern Recognition 34, 2001, pp. 2413-2425.
4. T. Joachims, "Text categorization with support vector machines: learning with many relevant feature", Proc. 10th European Conf. on Machine Learning, Chemnitz, Germany, 1998, pp. 137-142.
5. T. Joachims, "Making large-scale SVM learning practical", in Advances in Kernel Methods-Support Vector Learning, MIT Press, 1999, pp. 169-184.
6. D.D. Lewis, "An evaluation of phrasal and clustered representations on a text categorization task", Proc. 15th ACM Int. Conf. on Research and Development in Inf. Retrieval, Kobenhavn, DK, 1992, pp. 37-50.
7. G. Salton, Automatic Text Processing: The Transformation, analysis, and Retrieval of Information by Computer, Addison-Wesley, Pennsylvania, 1989.
8. F. Sebastiani, "Machine Learning in Automated Text Categorization", ACM Computing Surveys 34, 2002, pp. 1-47.
9. E. Wiener, J.O. Pedersen, and A.S. Weigend, "A neural network approache to topic spotting", Proc. 4th Annual Symp. on Doc. Analysis and Inf. Retrieval, Las Vegas, USA, 1995, pp. 317-332.
10. Y. Yang, and J.O. Pedersen, "A comparative study on feature selection in text categorization", Proc. of 14th Int. Conf. on Machine Learning, Nashville, USA, 1997, pp. 412-420.
11. Y. Yang, and X. Liu, "A re-examination of text categorization methods", Proc. of 22nd ACM Int. Conf. on Research and Development in Inf. Retrieval, Berkeley, US, 1999.
12. Y. Yang, "A Study on Thresholding Strategies for Text Categorization", Proc. of SIGIR-01, Louisiana, US, 2001.
13. F. Tortorella, "An optimal reject rule for binary classifiers", Proc. Int. Workshop on Statistical Pattern Recognition, Alicante, Spain, 2000, pp. 611-620.
14. G. Fumera, F. Roli and G. Giacinto, "Reject option with multiple thresholds", Pattern Recognition 33, 2000, pp. 165-167.