The effects of different feature sets on the web page categorization problem using the iterative cross-training algorithm

ICEIS 2001 - Proceedings of the 3rd International Conference on Enterprise Information Systems

Volumn 1, Issue , 2001, Pages 404-410

  Soonthornphisaj, Nuanwan ^a   Kijsirikul, Boonserm ^a  

^a CHULALONGKORN UNIVERSITY   (Thailand)

Author keywords

Feature sets; Iterative cross training; Web page categorization

Indexed keywords

ALGORITHMS; HYPERTEXT SYSTEMS; INFORMATION SYSTEMS; ITERATIVE METHODS;

BAYES CLASSIFIER; CO-TRAINING CLASSIFIERS; CORRECT MODELS; CROSS TRAINING; FEATURE SETS; HYPERLINKS; SUB CLASSIFIERS;

WEBSITES;

EID: 84973596312     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. Kijsirikul, B., Sasipongpairoege, P., Soonthornphisaj, N. and Meknavin, S., 2000, 'Supervised and Unsupervised Learning Algorithms for Thai Web Pages Identification', Proceeding of the Pacific Rim International Conference on Artificial Intelligence (PRICAI-2000), 690-700.
2. Blum, A. and Mitchell, T., 1998, 'Combining Labeled and Unlabeled Data with Co-Training', Proceeding of the Eleventh Annual Conference on Computational Learning Theory.
3. Cohen, W. and Singer, Y., 1999, 'Context-sensitive learning methods for text categorization', ACM Transactions on Information Systems, 17(2): 141-173.
4. Joachims, T., 1998, 'Text categorization with support vector machines: Learning with many relevant feature', Proceedings Tenth European Conference on Machine Learning, Springer Verlag.
5. Nigam, K., McCallum, A., Thrun, S. and Mitchell, T., 2000, 'Text classification from labeled and unlabeled documents using EM', Machine Learning, 39(2/3): 103-134.
6. Apte, C., and Damerau, F., 1994 'Automated learning of decision rules for text categorization', ACM TOES, 12(2): 233-251.
7. Mitchell, T., 1997, Machine Learning, McGraw-Hill. New York, 180-184.
8. The World Wide Knowledge Base (web-kb) project, http://www.cs.cmu.edu/afs/cs.cmu.edu/project/theo-51/www/co-training/data/course-cotrain-data.tar.gz, Carnegie Mellon University, U.S.A.