A machine learning approach to identifying database sessions using unlabeled data

Lecture Notes in Computer Science

Volumn 3589, Issue , 2005, Pages 254-264

  Yao, Qingsong ^a   Huang, Xiangji ^a   An, Aijun ^a  

^a YORK UNIVERSITY   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATA REDUCTION; ITERATIVE METHODS; LEARNING SYSTEMS;

DATABASE SESSIONS; DATABASE TRACES; ITERATIONS; UNLABELED DATA;

DATABASE SYSTEMS;

EID: 26844433569     PISSN: 03029743     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1007/11546849_25     Document Type: Conference Paper

References (8)

1. A. Blum and T. Mitchell. Combining Labeled and Unlabeled Data with Co-Training. In Proc. of the Workshop on Computational Learning Theory, pages 92-100, 1998.
2. J. Chan, I. Koprinska, and J. Poon. Co-training with a Single Natural Feature Set Applied to Email Classification. In Proc. of the 9th Australasian Document Computing Symposium, pages 47-54, 2004.
3. M. Craven, D. DiPasquo, D. Freitag, A. McCallum, T. Mitchell, K. Nigam, and S. Slattery. Learning to Construct Knowledge Bases from the World Wide Web. Artificial Intelligence, 118(1/2):69-113, 2000.
4. S. Goldman and Y. Zhou. Enhancing Supervised Learning with Unlabeled Data. In Proc. 17th ICML, pages 327-334, 2000.
5. X. Huang, F. Peng, A. An, and D. Schuurmans. Dynamic web log session identification with statistical language models. J. of American Soc. for Info. Sci&Tech, 55(14): 1290-1303, 2004.
6. S. Kiritchenko and S. Matwin. Email Classification with Co-training. In Proceedings of the Conference of the Centre for Advanced Studies on Collaborative Research, 2001.
7. TPC-C. Transaction Processing Performance Council (TPC) Benchmark C Standard Specification Revision 5.0, Feb 2001.
8. Q. Yao, A. An, and X. Huang. Finding and analyzing database user sessions. accepted in the 10th international conference on database systems for advanced applications, 2005.