Text categorization: The assignment of subject descriptors to magazine articles

Information Processing and Management

Volumn 36, Issue 6, 2000, Pages 841-861

  Moens, Marie Francine ^a   Dumortier, Jos ^a  

^a UNIVERSITY OF LEUVEN   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATIC INDEXING; DATA COMMUNICATION SYSTEMS; DATA REDUCTION; LEARNING ALGORITHMS; LEARNING SYSTEMS; ONLINE SEARCHING;

SUBJECT DESCRIPTORS; TEXT CATEGORIZATION; TEXT ROUTING;

TEXT PROCESSING;

EID: 0034325058     PISSN: 03064573     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0306-4573(00)00012-1     Document Type: Article

References (40)

1. Agosti M. An overview of hypertext. Agosti M., Smeaton A.F. Information retrieval and hypertext. 1996;27-47 Kluwer Academic Publishers, Boston.
2. Apté C., Damerau F., Weiss S.M. Automated learning of decision rules for text categorization. ACM Transactions on Information Systems. 12:(3):1994;233-251.
3. Belkin N.J., Croft W.B. Information filtering and information retrieval: two sides of the same coin? Communications of the ACM. 35:(12):1992;29-48.
4. Blosseville M.J., Hébrail G., Monteil M.G., Pénot N. Automatic document classification: natural language processing, statistical analysis, and expert systems techniques used together. Belkin N., Ingwersen P., Pejtersen A.M. Proceedings of the 15th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1992;51-57 ACM, New York.
5. Brüninghaus S., Ashley K.D. Finding factors: learning to classify case opinions under abstract fact categories. Proceedings of the 6th International Conference on Artificial Intelligence and Law. 1997;123-131 ACM, New York.
6. Buckley C., Salton G., Allan J., Singhal A. Automatic query expansion using SMART: TREC-3. Harman D.K. Overview of the 3rd Text REtrieval Conference (TREC-3). 1995;69-80 NIST, Gaithersburg, MD. SP 500-225.
7. Cohen W.W. Text categorization and relational learning. Prieditis A., Russell S. Proceedings of the 12th International Conference on Machine learning. 1995;124-132 Morgan Kaufmann, San Francisco.
8. Croft W.B. Machine learning and information retrieval. Prieditis A., Russell S. Proceedings of the 12th International Conference on Machine learning. 1995;587 Morgan Kaufmann, San Francisco.
9. Fairclough N. Media discourse. 1995;Edward Arnold, London.
10. Fuhr N. Models for retrieval with probabilistic indexing. Information Processing & Management. 25:(1):1989;55-72.
11. Gey F.C. Inferring probability of relevance using methods of logistic regression. Croft W.B., van Rijsbergen C.J. Proceedings of the 17th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1994;222-231 Springer, London.
12. Hand D.J. Construction and assessment of classification rules. 1997;John Wiley & Sons, Chichester.
13. Harter S.P. Online information retrieval: concepts, principles, and techniques. 1986;Academic Press, San Diego.
14. Hayes P.J., Weinstein S.P. CONSTRUE/TIS: A system for content-based indexing of a database of news stories. 2nd Annual Conference on Innovative Applications of Artificial Intelligence. 1991;49-64 AAAI Press, Menlo Park, CA.
15. Hull D.A., Grefenstette G., Schulze B.M., Gaussier E., Schütze H., Pedersen J.O. Xerox TREC-5 site report: routing, filtering, NLP, and Spanish tracks. Voorhees E.M., Harman D.K. Information Technology: The 5th Text REtrieval Conference (TREC-5). 1997;167-457 NIST, Gaithersburg, MD. SP 500-238.
16. Jones W.P., Furnas G.W. Pictures of relevance: a geometric analysis of similarity measures. Journal of the American Society for Information Science. 38:(6):1987;420-442.
17. Lai K.F., Lee V.A.S., Chew J.P. Document routing by discriminant projection TREC-4. Harman D.K. The 4th Text REtrieval Conference (TREC-4). 1996;NIST, Gaithersburg, MD. SP 500-236.
18. Lam W., Ho C.Y. Using a generalized instance set for automatic text categorization. Croft W.B., Moffat A., van Rijsbergen C.J. Proceedings of the 21st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1998;81-89 ACM, New York.
19. Larkey L.S., Croft W.B. Combining classifiers in text categorization. Frei H.-P., Harman D., Schäuble P., Wilkinson R. Proceedings of the 19th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1996;289-297 ACM, New York.
20. Lewis D.D. An evaluation of phrasal and clustered representations on a text categorization task. Proceedings of the 15th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1992;37-50 ACM, New York.
21. Lewis, D. D. (1992b). Representation and learning in information retrieval, PhD dissertation, University of Massachusetts.
22. Lewis D.D. Evaluating and optimizing autonomous text classification systems. Fox E.A., Ingwersen P., Fidel R. Proceedings of the 18th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1995;246-254 ACM, New York.
23. Lewis D.D., Schapire R.E., Callan J.P., Papka R. Training algorithms for linear text classifiers. Frei H.-P., Harman D., Schäuble P., Wilkinson R. Proceedings of the 19th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1996;298-306 ACM, New York.
24. Lewis D.D. Naive (bayes) at forty: the independence assumption in information retrieval. European Conference on Machine Learning. 1998.
25. Maron M. Automatic indexing: an experimental inquiry. Journal of the ACM. 8:1961;404-417.
26. Masand B., Linoff G., Waltz D. Classifying news stories using memory based reasoning. Proceedings of the 15th Annual International Conference on Research and Development in Information Retrieval. 1992;59-65 ACM, New York.
27. Michie D., Spiegelhalter D.J., Taylor C.C. Machine learning, neural and statistical classification. 1994;Ellis Horwood, New York.
28. Moens, M.-F. (2000). Automatic indexing and abstracting of document texts, (The Kluwer International Series on Information Retrieval 6), Boston, MA: Kluwer Academic Publishers.
29. Moens M.-F., Uyttendaele C. Automatic structuring and categorization as a first step in summarizing legal cases. Information Processing & Management. 33:(6):1997;727-737.
30. Ng H.T., Goh W.B., Low K.L. Feature selection, perception learning, and a usability case study for text categorization. Belkin N.J., Desai Narasimhalu A., Willett P. Proceedings of the 20th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1997;67-73 ACM, New York.
31. Riloff E., Lehnert W. Information extraction as a basis for high-precision text classification. ACM Transactions on Information Systems. 12:(3):1994;296-333.
32. Rocchio J.J. Relevance feedback in information retrieval. Salton G. The SMART retrieval system: Experiments in automatic document processing. 1971;313-323 Prentice Hall, Englewood Cliffs, NJ.
33. Schütze H., Hull D.A., Pedersen J.O. A comparison of classifiers and document representations for the routing problem. Fox E.A., Ingwersen P., Fidel R. Proceedings of the 18th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1995;229-237 ACM, New York.
34. Singhal A., Mitra M., Buckley C. Learning routing queries in a query zone. Belkin N.J., Desai Narasimhalu A., Willett P. Proceedings of the 20th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1997;25-32 ACM, New York.
35. Suzuki Y., Fukumoto F., Sekiguchi Y. Keyword extraction of radio news using term weighting with an encyclopedia and newspaper articles. Croft W.B., Moffat A., van Rijsbergen C.J., Wilkinson R., Zobel J. Proceedings of the 21st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1998;373-374 ACM, New York.
36. Van Dijk T.A. Structures of news in the press. van Dijk T.A. Discourse and communication: New approaches to the analysis of mass media discourse. 1985;69-93 De Gruyter, Berlin.
37. Van Rijsbergen C.J. Information retrieval. 2nd ed. 1979;Butterworths, London.
38. Yang Y. Expert network: effective and efficient learning from human decisions in text categorization and retrieval. Croft W.B., van Rijsbergen C.J. Proceedings of the 17th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. 1994;13-22 Springer, London.
39. Yang Y., Chute C.G. An example-based mapping method for text categorization and retrieval. ACM Transactions on Information Systems. 12:(3):1994;252-277.
40. Zizi M. Interactive dynamic maps for visualisation and retrieval from hypertext systems. Agosti M., Smeaton A.F. Information retrieval and hypertext. 1996;203-224 Kluwer Academic Publishers, Boston.