LVQ for text categorization using a multilingual linguistic resource

Neurocomputing

Volumn 55, Issue 3-4, 2003, Pages 665-679

  Martín Valdivia, M Teresa ^a   García Vega, Manuel ^a   Ureña Lopez, L Alfonso ^a  

^a UNIVERSITY OF JAÉN   (Spain)

Author keywords

Learning vector quantization (LVQ); Multilingual information retrieval (MIR); Polyglot Bible; Text categorization (TC); Vector space model (VSM)

Indexed keywords

ALGORITHMS; INFORMATION RETRIEVAL; LINGUISTICS; NEURAL NETWORKS; PROBLEM SOLVING;

MULTILINGUAL CATEGORIZATION SYSTEMS; NEURAL LEARNING;

LEARNING SYSTEMS;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; BRAIN FUNCTION; COMPUTER SIMULATION; INFORMATION PROCESSING; INFORMATION RETRIEVAL; LEARNING; LINGUISTICS; LITERATURE; METHODOLOGY; PRIORITY JOURNAL; PROBLEM SOLVING; SEMANTICS; TASK PERFORMANCE;

EID: 0345257353     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0925-2312(02)00633-1     Document Type: Article

References (37)

1. R. Baeza-Yates, B. Ribeiro-Neto, Modern Information Retrieval, ACM Press Books, New York, 1999.
2. C. Buckley, Implementation of the smart information retrieval system, Technical Report 85-686, Cornell University, 1985.
3. M. Buenaga, J.M.B. Gómez, Díaz, Using WordNet to complement training information in text categorization, in: Proceedings of Second International Conference on Recent Advances in Natural Language Processing (RANLP), Amsterdam, Netherlands, 1997.
4. Corp. Oracle., Managing text with Oracle8(tm) context cartridge, in: An Oracle Technical White Paper, 1997.
5. M.W. Davis, On the effective use of large parallel corpora in cross language text retrieval, in: G. Grefenstette (Ed.), Cross-Lingual Information Retrieval, Kluwer Academic Publisher, Dordrecht, 1998.
6. W. Frakes, R. Baeza, Information Retrieval: Data Structures and Algorithms, Prentice-Hall, Englewood Cliffs, NJ, 1992.
7. J.M. Gómez, M. de Buenaga, L.A. Ureña, M.T. Martín, M. García, Integrating Lexical knowledge in learning based text categorization, in: Proceedings of the Sixth International Conference on the Statistical Analysis of Textual Data, France, 2002.
8. G. Grefenstette, Cross-Lingual Information Retrieval, Kluwer Academic Publisher, Dordrecht, 1998.
9. W. Hersh, C. Buckley, T.J. Leone, D. Hickman, Oshumed: an interactive retrieval evaluation a new large text collection for research, in: Proceedings of ACM SIGIR, Dublin, Ireland, 1994.
10. T. Honkela, V. Pulkki, T. Kohonen, Contextual relations of words in Grimm tales, analysed by self-organizing map, in: Proceedings of International Conference on Artificial Neural Networks, ICANN-95, Paris, 1995.
11. D. Hull, G. Grefenstette, Experiments in multilingual information retrieval, in: Proceedings of ACM, SIGIR'96, Zurich, Switzerland, 1996.
12. S. Kaski, T. Kohonen, Exploratory data analysis by the self-organizing map: structures of welfare and poverty in the world, in: REFENES (Eds.), Neural Networks in Financial Engineering: Proceedings of the Third International Conference on Neural Networks in the Capital Markets, London, 1995, pp. 498-507.
13. J. Kivinen, M.K. Warmuth, Exponentiated gradient versus gradient descent for linear predictors, Inform. Computat. 132 (1997) 1-63.
14. T. Kohonen, Self-Organization and Associative Memory, 2nd Edition, Springer, Berlin, 1995.
15. T. Kohonen, The self-organizing map, Neurocomputing 21 (1998) 1-6.
16. T. Kohonen, S. Kaski, et al., Self organization of massive document collection, IEEE Trans. Neural Networks 11 (3) (2000) 574-585.
17. D.D. Lewis, Representation and learning in information retrieval, Ph.D. Thesis, Department of Computer and Information Science, University of Massachusetts, 1992.
18. D.D. Lewis, R.E. Schapire, J.P. Callan, R. Papka, Training algorithms for linear text classifiers, in: SIGIR'96: Proceedings of the 19th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, Zurich, Switzerland, 1996.
19. C. Manning, H. Schütze, Foundations of Statistical Natural Language Processing, MIT Press, Cambridge, MA, 2000.
20. J.S. McCarley, S. Roukos, Fast documents translations for cross language information retrieval, in: Proceedings of AMTA98, Springer, Berlin, 1998.
21. D. Merkl, Text classification with self-organizing maps: some lessons learned, Neurocomputing 21 (1998) 61-77.
22. G.A. Miller, WordNet: a Lexical database for English, Commun. ACM 38 (1995) 39-41.
23. J.Y. Nie, P. Isabelle, M. Simard, R. Durand, Cross-language information retrieval based on parallel texts and automatic mining of parallel texts from the web, ACM-SIGIR Conference, Berkeley, CA, 1999, pp. 74-81.
24. P. Resnik, M.D. Olsen, M. Diab, The Bible as parallel corpus: annotating the "Book of 2000 Tongues", Comput. Humanities 33 (1-2) (1999) 129-153.
25. J.J. Rocchio Jr., Relevance feedback in information retrieval, in: G. Salton (Ed.), The SMART Retrieval System: Experiments in Automatic Document Processing, Prentice-Hall, Englewood Cliffs, NJ, 1971.
26. M. Sahami, Editor of Proceedings of the AAAI'98/ICML'98 Workshop on Learning for Text Categorization, Wisconsin, 1998.
27. G. Salton, Automating Text Processing: the Transformation, Analysis and Retrieval of Information by Computer, Addison-Wesley, Reading, MA, 1989.
28. G. Salton, M.J. McGill, Introduction to Modern Information Retrieval, McGraw-Hill, New York, 1983.
29. F. Sebastiani, A tutorial on automated text categorisation, in: Amandi, Zunino (Eds.), Proceedings of ASAI-99, First Argentinian Symposium of Artificial Intelligence, Buenos Aires, Argentina, 1999.
30. K. Sparck-Jones, Reflections on TREC, Inform. Process. Management 31 (1995).
31. L.A. Ureña, M. de Buenaga, M. García, J.M. Gómez, Integrating and evaluating WSD in the adaptation of a Lexical database in text categorization, in: Proceedings of the First Workshop on Text, Speech, Dialogue, Brno, Czech Republic, 1998.
32. P. Vossen, EuroWorNet: a multilingual database for information retrieval, in: Proceedings of the DELOS Workshop on CLIR, Budapest, Hungary, 1997.
33. B. Widrow, S. Sterns, Adaptative Signal Processing, Prentice-Hall, Englewood Cliffs, NJ, 1985.
34. R. Wilensky, The UC Berkeley digital library project: re-thinking scholarly information dissemmination and use, European Conference on Research and Advances Technology for Digital Libraries (ECDL'99), 1999.
35. Y. Yang, An evaluation of statistical approaches to text categorization, Inform. Retrieval J. 1 (1999).
36. Y. Yang, X. Liu, A re-examination of text categorization methods, in: Proceedings of ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 1999.
37. T. Yokoi, The EDR electronic dictionary, Commun. ACM 38 (1995) 42-44.