A hierarchical classification model for document categorization

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR

Volumn , Issue , 2009, Pages 486-490

  Xu, Jian Wu ^a   Singh, Vartika ^b   Govindaraju, Venu ^b   Neogi, Depankar ^a  

^a Copanion Inc ^*  (United States)

^b UNIVERSITY AT BUFFALO   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BINARY CLASSIFIERS; CLASSIFICATION METHODS; DOCUMENT CATEGORIZATION; HIERARCHICAL APPROACH; HIERARCHICAL CLASSIFICATION; K-NEAREST NEIGHBORS; MULTI-CLASS CLASSIFIER; MULTIPLE LEVELS; REGULARIZED LEAST SQUARES;

CLASSIFIERS; LEARNING SYSTEMS;

INFORMATION RETRIEVAL SYSTEMS;

EID: 71249152860     PISSN: 15205363     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDAR.2009.187     Document Type: Conference Paper

References (9)

1. N. Chen and D. Blostein. A survey of document image classification: problem statement, classifier architecture and performance evaluation. Int. J. Doc. Anal. Recognit., 10:1-16, May 2007.
2. S. Dumais and H. Chen. Hierarchical classification of web content. In Proc. of ACM SIGIR, pages 256-263, 2000.
3. T. Hastie, R. Tibshirani, and J. Friedman. The Elements of Statistical Learning. Springer, New York, 2001.
4. D. Koller and M. Sahami. Hierarchically classifying documents using very few words. In Proc. Intl. Conf. on Mach. Learn. (ICML), pages 170-178, San Francisco, USA, 1997.
5. H. Sako, M. Seki, N. Fumkawa, H. Ikeda, and A. Imaizumi. Form reading based on form-type identification and form-data recognition. In Proc. Intl. Conf. on Doc. Anal. Recognit. (ICDAR), volume 2, pages 926-930, Edinburgh, Scotland, 2003.
6. P. Sarkar. Image classification: classifying distributions of visual features. In Proc. Intl. Conf. on Pattern Recognition (ICPR), pages 472-475, Hong Kong, 2006.
7. C. Shin, D. Doermann, and A. Rosenfeld. Classification of document pages using structure-based features. Int. J. Doc. Anal. Recognit., 3(4):232-247, 2001.
8. G.-R. Xue, D. Xing, Q. Yang, and Y. Yu. Deep classification in large-scale hierarchies. In Proc. of ACM SIGIR, pages 619-626, Singapore, 2008.
9. Y. Yang and J. O. Pedersen. A comparative study on feature selection in text categorization. In Proc. Intl. Conf. on Mach. Learn. (ICML), pages 412-420, 1997.