Handwritten arabic character recognition based on SVM classifier

2008 3rd International Conference on Information and Communication Technologies: From Theory to Applications, ICTTA

Volumn , Issue , 2008, Pages

  Bouchareb, Faouzi ^a   Hamdi, Rachid ^b   Bedda, Mouldi ^c  

^a UNIVERSITY OF SKIKDA   (Algeria)

^b BADJI MOKHTAR UNIVERSITY   (Algeria)

^c JOUF UNIVERSITY   (Saudi Arabia)

Author keywords

Arabic caracter recognition; OCR; PCA; SVM

Indexed keywords

CHARACTER RECOGNITION; CLASSIFICATION (OF INFORMATION); CLASSIFIERS; COMMUNICATION; DATA PROCESSING; FINANCIAL DATA PROCESSING; IMAGE SEGMENTATION; LEARNING SYSTEMS; SUPPORT VECTOR MACHINES; TECHNOLOGY; VECTORS;

ARABIC CARACTER RECOGNITION; ARABIC CHARACTER RECOGNITION; FEATURES VECTOR; FOURIER DESCRIPTOR; INFORMATION AND COMMUNICATION TECHNOLOGIES; INTERNATIONAL CONFERENCES; NOVEL ALGORITHMS; OCR; PCA; PRINCIPAL COMPONENT ANALYSIS (PCA); SVM; SVM CLASSIFIERS;

PRINCIPAL COMPONENT ANALYSIS;

EID: 49149097595     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICTTA.2008.4530088     Document Type: Conference Paper

References (10)

1. Bouchareb F, Bedda M .Preprocessing Methods for Hand-written Arabic Words Recognition Information and Communication Technologies, 2006. IEEE -ICTTA '06. Volume: 1,pp: 1809 - 1811.
2. Abu-Mostafa, Y. S. and Psaltis, D., Image Normalisation by Complex Moments, IEEE Trans. on PAMI, 1985,7, pp. 46-55.
3. Aguado, A. S., Nixon, M. S. and Montiel, E., Parameterising Arbitrary Shapes via Fourier Descriptors for Evidence-Gathering Extraction, CVIU: Computer Vision and ImageUnderstanding, 1998.69(2), pp. 202-221.
4. Boyce, J. F. and Hossack, W. J., Moment Invariants for Pattern Recognition, Pattern Recog.Let., 1983.1, pp. 451-456.
5. Crimmins, T. R., A Complete Set of Fourier Descriptors for Two-Dimensional Shapes, IEEE Transaction Systems, Man and Cybernetics, 1982. 12(6), pp. 848-855.
6. Granlund, G. H., Fourier Preprocessing for Hand Print Character Recognition, IEEE Trans. on Comp 1972., 21, pp. 195-201, Kiryati, N.and Maydan, D., Calculating Geometric Properties from Fourier Representation, Pattern Recog.1989, 22(5), pp. 469-475.
7. Lin, C. C. and Chellappa, R., Classification of Partial 2D Shapes using Fourier Descriptors, IEEE Trans. on PAMI. 1987, 9(5), pp. 686-690, Erkki Oja. Neural networks, principal components, and subspaces. International Journal of Neural Systems, 1989, 1(1):61-68.
8. K. Fukunaga,1990, Introduction to Statistical Pattern Recognition Academic Press.
9. L. Lebart, A. Morineau, & J.-P. 1982. Fénelon traitement des données statistiques Ed. Dunod,Paris, Vapnik, V. N. 1995. The nature of statistical learning theory. New York: Springer-Verlag.
10. Vapnik, V. N. 1998. Statistical learning theory. New York: Wiley.