Automatic classification of Tamil documents using vector space model and artificial neural network

Expert Systems with Applications

Volumn 36, Issue 8, 2009, Pages 10914-10918

  Rajan, K ^a   Ramalingam, V ^a   Ganesan, M ^a   Palanivel, S ^a   Palaniappan, B ^a  

^a ANNAMALAI UNIVERSITY   (India)

Author keywords

Artificial neural network model; Corpus building; Tamil text classification; Vector space model

Indexed keywords

ARTIFICIAL NEURAL NETWORK; ARTIFICIAL NEURAL NETWORK MODEL; AUTOMATIC CLASSIFICATION; AUTOMATIC TEXT CLASSIFICATION; CATEGORIZATION SYSTEMS; CLASSICAL LANGUAGE; CORPUS BUILDING; DOCUMENT CLASSIFICATION; DOCUMENT REPRESENTATION; ELECTRONIC DOCUMENT; ENGLISH LANGUAGES; EXPONENTIAL INCREASE; HIGH DIMENSIONAL SPACES; K-NEAREST NEIGHBORS; TAMIL LANGUAGE; TAMIL TEXT CLASSIFICATION; TEXT MINING; VECTOR SPACE MODEL; VECTOR SPACE MODELS;

AUTOMATIC INDEXING; BACKPROPAGATION; INFORMATION SERVICES; LINGUISTICS; MINING; NEURAL NETWORKS; QUERY LANGUAGES; SECURITY OF DATA; SUPPORT VECTOR MACHINES; TEXT PROCESSING; VECTORS; WORD PROCESSING;

INFORMATION RETRIEVAL SYSTEMS;

EID: 67349120262     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2009.02.010     Document Type: Article

References (29)

1. In: Annamalai E., and Steever S.B. (Eds). Modern Tamil in Dravidian languages (1999), Routledge Publication, Newyork
2. Apte, C., Damerau, F., & Weiss, S. (1994). Towards language independent automated learning of text categorization models. In Proceedings of the 17th annual international ACM-SIGIR conference on research and development in information retrieval, Dublin, Ireland (pp. 21-30).
3. Baum E.B., and David H. What size net gives valid generalization?. Neural Computation 1 1 (1989) 151-160
4. Belew, R. K. (1989). Adaptive information retrieval. In Proceedings of the 12th annual international ACM/SIGIR conference on research and development in information retrieval, NY (pp. 11-20).
5. Chanunya, L., & Ratchata, P. (2007). Automatic Thai language essay scoring using neural network and latent semantic analysis. In Proceedings of the first Asia international conference on modeling and simulation.
6. Cheng Hua, L., & Soon Choel, P. (2006). Text categorization based on artificial neural networks. In ICONIP 2006, Vol. 4234. LNCS (pp. 302-311).
7. Cheng Hua, L., & Soon Cheol, P. (2007). Neural network for text classification based on singular value decomposition. In Seventh international conference on computer and information technology (pp. 47-52).
8. Chiang, J., & Chen, Y., (2001), Hierarchical fuzzy-knn networks for news documents categorization. In Proceedings, the 10th IEEE International Conference on Fuzzy System, No. 2, (pp. 720-723).
9. Fabrizio S. Machine learning in automated text categorization. ACM Computing Surveys 34 1 (2002) 1-47
10. Joachims T. Text categorization with support vector machines: Learning with many relevant features. Proceedings of the 10th European conference on machine learning (ECML-98) (1998), Springer-Verlag, Chemnitz 137-142
11. Landauer, T. K., Laham, D., Render, R., & Schreiner, M. E. (1972). How well can Passage Meaning be derived without using word order? In A comparison of the 19th annual conference of the cognitive science society, Mahwah, NJ, 1997, Sparck Jones (pp. 412-417).
12. Lewis, D. (1992). An evaluation of phrasal and clustered representations on a text categorization task. In Proceedings of the 15th annual international ACM SIGIR conference on research and development in information retrieval, Copenhagen, Denmark (pp. 37-50).
13. Lehmann T. A grammar of modern Tamil (1993), Pondicherry Institute of Linguistics and Culture, Pondicherry, India
14. Lin C., and Chen H. An automatic indexing and neural network approach to concept retrieval and classification of multilingual (Chinese-English) documents. IEEE Transactions on Systems, Man and Cybernetics - Part B: Cybernetics 26 1 (1996) 75-88
15. Marvin, S., & Scott, S. (1999). Feature engineering for text classification. In Proceedings of international conference on machine learning.
16. Miguel, E. R., & Padmini, S. (1998). Automatic text categorization using neural networks. In Advances in classification research, Vol. 8. Proceedings of the 8th ASIS SIG/CR (pp. 59-72).
17. Raghavan V.V., and Wong S.K.M. A critical analysis of vector space model for information retrieval. The Journal of the American Society for Information Science 37 5 (1986) 279-287
18. Rajan, K., Ramalingam, V. & Ganesan, M. (2002a). Corpus analysis and tagging. In Symposium on translation support system, IIT, Kanpur.
19. Rajan, K., Ramalingam, V., & Ganesan, M. (2002b). Applications of neural network for Tamil studies. In Proceedings of the international conference on Tamil computing. Chennai, India: University of Madras.
20. Rajan, K., Ramalingam, V., & Ganesan, M. (2003). Tamil text analyzer. In International conference on Tamil internet (pp. 37-43).
21. Ram, D. G. (2007). Knowledge based neural network for text classification. In IEEE international conference on granular computing (pp. 542-547).
22. Rijsbergen C.J.V. Information retrieval (1979), Butterworths, London
23. Salton G., and Buckley. C Term-weighting approaches in automatic text retrieval. Information Processing and Management 24 5 (1988) 513-523
24. Salton G., Wong A., and Yang C.S. A vector space model for automatic indexing. Communications of the ACM 18 11 (1975) 613-620
25. Sebastiani F. Machine learning in automated text categorization. ACM Computing Survey 34 1 (2002) 1-47
26. Sushmita M., and Tinku A. Data mining-multimedia, soft computing and bio-informatics (2003), John Wiley
27. Takenobu, T., & Makoto, I. (1994). Text categorization based on weighted inverse document frequency.
28. Tan S. Neighbor-weighted k-Nearest neighbor for unbalanced text corpus. Expert Systems with Applications 28 4 (2005) 667-671
29. Yang, Y. (1994). Expert network: Effective and efficient learning from human decisions in text categorization and retrieval. In Proceedings of the 17th annual international ACM SIGIR conference on research and development in information retrieval, Dublin, Ireland (pp. 13-22).