A New On-line Learning Algorithm For Adaptive Text Filtering

International Conference on Information and Knowledge Management, Proceedings

Volumn 1998-January, Issue , 1998, Pages 156-160

  Yu, Kwok Leung ^a   Lam, Wai ^a  

^a CHINESE UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE FILTERING; ADAPTIVE FILTERS; E-LEARNING;

EXPONENTIATED GRADIENT ALGORITHMS; FILTERING ALGORITHM; FILTERING PROBLEMS; ONLINE LEARNING; PREDICTIVE POWER; TEXT FILTERING;

LEARNING ALGORITHMS;

EID: 85139860766     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/288627.288652     Document Type: Conference Paper

References (9)

1. J. Allan, J. Callan, W. B. Croft, L. Ballesteros, D. Byrd, R. Swan and J. Xu, "INQUERY Does Battle With TREC-6". Proceedings of the Sixth Text Retrieval Conference (TREC-6), U.S.A., (1997).
2. W. W. Cohen and Y. Singer, "Context-sensitive learning methods for text categorization." Proceedings of the 19th International ACM SIGIR Conference on Research and Development in Information Retrieval, p.307-315, (1996).
3. D. A. Hull, G. Grefenstette, B. M. Schulze, E. Gaussier, H. Schutze and J. O. Pedersen, "Xerox TREC-5 Site Report: Routing, Filtering, NLP, and Spanish Tracks", Proceedings of the Fifth Text Retrieval Conference (TREC-5), U.S.A., p.167-180, (1996).
4. D. A. Hull, "The TREC-6 Filtering Track: Description and Analysis". Proceedings of the Sixth Text Retrieval Conference (TREC-6), U.S.A., (1997).
5. D. A. Hull, "The TREC-7 Filtering Track: Description". The Seventh Text Retrieval Conference (TREC-7), U.S.A., (1998).
6. J. Kivinen and M. K. Warmuth, "Exponentiated gradient versus gradient descent for linear predictors". Technical Report UCSC-CRL-94-16, Basking Center for Computer Engineering and Information Sciences; University of California, Santa Cruz, CA, (1994).
7. K. L. Kwok, L. Grunfeld and J. H. Xu, "TREC-6 English and Chinese Retrieval Experiments using PIRCS". Proceedings of the Sixth Text Retrieval Conference (TREC-6), U.S.A., (1997).
8. N. Littlestone, "Learning quickly when irrelevant attributes abound: A new linear-threshold algorithm". Machine Learning 2 (4), p.285-318, (1988).
9. N. Littlestone, "Mistake bounds and logarithmic linear-threshold learning algorithm". PhD thesis, Report UCSC-CRL-89-11, University of California, Santa Cruz, (1989).