Improving Arabic text categorization using Neural Network with SVD

Journal of Digital Information Management

Volumn 8, Issue 4, 2010, Pages 233-239

  Harrag, Fouzi ^a   Al Qawasmah, Eyas ^b  

^a FERHAT ABBAS UNIVERSITY   (Algeria)

^b JORDAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Jordan)

Author keywords

Arabic language; MLP; Neural Network; Singular Value Decomposition; Text categorization

Indexed keywords

ARABIC LANGUAGES; ARABIC TEXTS; F-MEASURE; INPUT DATAS; MLP; MODEL-BASED OPC; TEXT CATEGORIZATION; TRAINING PROCESS;

SINGULAR VALUE DECOMPOSITION; TEXT PROCESSING;

NEURAL NETWORKS;

EID: 79960685734     PISSN: 09727272     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (39)

1. S. Al-Harbi, A. Almuhareb, A. Al-Thubaity, M. S. Khorsheed, and A. Al-Rajeh, "Automatic Arabic Text Classification", es Journées internationales d'Analyse statistique des Données Textuelles, JADT'08, France, 2008, pp. 77-83.
2. M. Aljlayl, and O. Frieder, "On Arabic Search: Improving the Retrieval Effectiveness Via a Light Stemming Approach", In International Conference on Information and Knowledge Management, CIKM'02, ACM, McLean, VA, USA, 2002, pp. 340-347.
3. R. Al-Shalabi, and M. Evens, "A Computational Morphology System for Arabic", In Workshop on Computational Approaches to Semitic Languages, COLING-ACL'98, August 1998.
4. M. Caudill, and C. Butler, "Understanding Neural Networks: Computer Explorations", Vols. 1 and 2, MIT Press, Cambridge MA, USA, 1992.
5. A. Chen, and F. Gey, "Building an Arabic Stemmer for Information Retrieval", In Proceedings of the 11th Text Retrieval Conference, TREC'02, National Institute of Standards and Technology, 2002.
6. W. Duch, and N. Jankowski, "Survey of Neural Transfer Functions", Neural Computing Surveys, 1999, (2), pp. 163-212.
7. R. M. Duwairi, "A Distance-based Classifer for Arabic Text Categorization", In Proceedings of the International Conference on Data Mining, Las Vegas USA, 2005.
8. A. El-Halees, "Arabic Text Classification Using Maximum Entropy", The Islamic University Journal (Series of Natural Studies and Engineering), 2007, 15(1), pp. 157-167.
9. M. El-Kourdi, A. Bensaid, and T. Rachidi, "Automatic Arabic Document Categorization Based on the Naïve Bayes Algorithm", 20th International Conference on Computational Linguistics, Geneva, August 2004.
10. "The Encyclopedia of the Nine Books for the Honorable Prophetic Traditions", Sakhr Company, 1997, http://www. Harf.com.
11. R. Finan, A. Sapeluk, and R. Damper, "Comparison of Multilayer and Radial Basis Function Neural Networks for Textdependent Speaker Recognition", IEEE International Conference on Neural Networks (IJCNN'96), Washington DC, USA, 1996.
12. M. Hagan, H. Demuth, and M. Beale, "Neural Network Design", PWS Publishing Company, Boston MA, USA, 1996.
13. T. Hastie, R. Tibshirani, and J. Friedman, "The Elements of Statistical Learning: Data Mining, Inference and Prediction". Springer, 2001.
14. S. Haykin, "Neural Networks: A Comprehensive Foundation", Prentice-Hall, Englewood Cliffs, NJ, USA, 2nd edition, 1999.
15. P. Husbands, H. Simon, and C. Ding, "On the Use of the Singular Value Decomposition for Text Retrieval", In Proceedings of 1st SIAM Computational Information Retrieval Workshop, 2000.
16. D. Jianping, N. Sundararajan, and P. Saratchandran, "Communication Channel Equalization Using Complex-Valued Minimal Radial Basis Function Neural Networks", IEEE Transactions on Neural Networks, 2002, 13(3), pp. 687-696.
17. Khoja, S., "Stemming Arabic Text", Lancaster, U. K, Computing Department, Lancaster University, 1999.
18. S. L. Y. Lam, and D. L. Lee, "Feature Reduction for Neural Network Based Text Categorization", in: Sixth International Conference on Database Systems for Advanced Applications (DASFAA'99), 1999, p. 195.
19. L. Larkey, L. Ballesteros, and M. E. Connell, "Improving Stemming for Arabic Information Retrieval: Light Stemming and Co-occurrence Analysis", Proceedings of SIGIR'02, 2002, pp. 275-282.
20. T. Liu, S. Liu, Z. Chen, and M. A. Wei-Ying, "An Evaluation on Feature Selection for Text Clustering", Proceedings of the 12th International Conference ICML'03, Washington, DC, USA, 2003, pp. 488-495.
21. A. A. Mesleh, "Chi Square Feature Extraction Based Svms Arabic Language Text Categorization System", Journal of Computer Science, 2007, 3(6), pp. 430-435.
22. H. T. Ng, W. B. Goh, and K. L. Low, "Feature Selection, Perception Learning, and a Usability Case Study for Text Categorization", In: Proceedings of the 20th Annual International ACM-SIGIR Conference on Research and Development in Information Retrieval, 1997, pp. 67-73. (Pubitemid 127720306)
23. J. Park, R. Harley, and G. Venayagamoorthy, "Comparison of MLP and RBF Neural Networks using Deviation Signals for On-Line Identification of a Synchronous Generator", IEEE Power Engineering Society Winter Meeting, New York, USA, 2002.
24. K. Rajan, V. Ramalingam, M. Ganesan, S. Palanivel, and B. Palaniappan, "Automatic Classification of Tamil Documents Using Vector Space Model and Artificial Neural Network". Expert Systems with Applications, 2009.
25. R. Rakotomalala, and F. Mhamdi, "Combining Feature Selection and Feature Reduction for Protein Classification", Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization, Lisbon, Portugal, September 2006, pp. 444-451.
26. M. Rogati, and Y. Yang, "High-Performing Feature Selection for Text classification", CIKM'02, ACM, 2002.
27. D. Rumelhart, G. Hinton, and R. Williams, "Learning Internal Representations by Error Propagation", Parallel Distributed Processing, MIT Press, Cambridge MA, USA 1986.
28. G. Salton, and C. Buckley, "Term-weighting Approaches in Automatic Text Retrieval", Information Processing and Management, 1988, 24(5), pp. 513-523.
29. Sauban, M., and B. Pfahringer, "Text Categorization Using Document Profiling". Principles of Data Mining and Knowledge Discovery, 2003.
30. H. Sawaf, J. Zaplo, and H. Ney, "Statistical Classification Methods for Arabic News Articles", Workshop on Arabic Natural Language Processing, ACL'01, Toulouse, France, July 2001.
31. F. Sebastiani, "Machine Learning in Automated Text Categorization", ACM Computing Surveys, 2002, 34(1), pp. 1-47.
32. A. Selamat, and S. Omatu, "Neural Networks for Web Page Classification Based on Augmented PCA", Proceedings of the International Joint Conference on Neural Networks, 2003, pp. 1792-1797.
33. M. M. Syiam, Z. T. Fayed, and M. B. Habib, "An Intelligent System for Arabic Text Categorization", IJICIS, 2006, 6(1), pp. 1-19.
34. Wall M., A. Rechtsteiner, and L. Rocha, "A Practical Approach to Microarray Data Analysis, chap. Singular Value Decomposition and Principal Component Analysis". Kluwer, 2003, pp. 91-109.
35. S. Wermeter. "Neural Network Agents for Learning Semantic Text Classification", Information Retrieval, 2000, 3(2), pp. 87-103.
36. Y. Yang, and J. O. Pedersen, "A Comparative Study on Feature Selection in Text Categorization", Proceedings of ICML'97, 1997, pp. 412-420.
37. Y. Yang and X. Liu, "A Re-examination of Text Categorization Methods", Proceedings of 22nd ACM International Conference on Research and Development in Information Retrieval, SIGIR'99, ACM Press, New York, USA, 1999, pp. 42-49.
38. Y. Yang, S. Slattery, and R. Ghani, "A Study of Approaches to Hypertext Categorization", Journal of Intelligent Information Systems, 2002.
39. B. Yu, X. Zong-ben, and L. Cheng-hua, "Latent Semantic Analysis for Text Categorization Using Neural Network", Knowledge-Based Systems journal, 2008, 21, pp. 900-904.