A modified neural network learning approach and its application to Bengali character recognition

Malaysian Journal of Computer Science

Volumn 11, Issue 2, 1998, Pages 68-73

  Karim, Enamul Md ^a   Hossain, Mahmood ^a   Mottalib, Md Abdul ^a   Zaman, Tarequz ^a  

^a UNIVERSITY OF DHAKA   (Bangladesh)

Author keywords

Back propagation; Learning; Neural network

Indexed keywords

EID: 79952747207     PISSN: 01279084     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (19)

1. D. E. Rumelhart, G. E. Hinton and R. J. Williams. "Learning Internal Representations by Error Propagation". In Parallel Distributed Processing: Explorations in the Microstructure of Cognition, Vol 1, ed. D. E. Rumelhart, J. L. McClelland and the PDP Research Group, MIT Press, 1986, pp. 318-362.
2. L. M. Fu. Neural Networks in Computer Intelligence. McGraw Hill, 1994.
3. S. I. Gallant. Neural Network Learning and Expert Systems. MIT Press, 1993.
4. E. Rich and K. Knight. Artificial Intelligence. 2nd ed. McGraw Hill, 1991.
5. J. L. McClelland and D. E. Rumelhart. Explorations in Parallel Distributed Processing. MIT Press, 1988.
6. R. A. Jacobs. "Increased Rates of Convergence Through Learning Rate Adaptation". Neural Networks, Vol. 1, No. 4, 1988, pp. 295-307.
7. S. E. Fahlman. "Faster-Learning Variations on Back Propagation: An Empirical study". In Proceedings of the 1988 Connectionist Models Summer School, San Mateo, CA, 1988, pp. 38-51.
8. W. S. Stornetta and B. A. Huberman. "An Improved Three-layer Back Propagation Algorithm". In Proceedings of the IEEE First International Conference on Neural Networks, Vol. 2, San Diego, CA, 1987, pp. 637-643.
9. M. A. Mottalib and M. E. Karim. "Accelerating the Convergence of the Back Propagation Method". In Proceedings of Fourth International Conference on Control, Automation, Robotics and Vision, Vol. 2, Singapore, 1996, pp. 1540-1544.
10. V. Ooyen and B. Nienhuis. "Improving the Convergence of the Back Propagation Algorithm". Neural Networks, Vol. 5, 1992, pp. 465-471.
11. G. Parlos, B. Fernandez, A. F. Atiya, J. Muthusami and W. K. Tsai. "An Accelerated Learning Algorithm for Multi-Layer Perceptron Networks". IEEE Transactions on Neural Networks, Vol. 5, No. 3, 1994, pp. 493-497.
12. S. Ergezinger and E. Thomsen. "An Accelerated Learning Algorithm for Multi Layer Perceptrons: Optimizing Layer by Layer". IEEE Transactions on Neural Networks, Vol. 6, No. 1, 1994, pp. 31-42.
13. D. M. Hasanat and E. D. Sontag. "Exploratory Methods for Speeding up the BP Algorithm". In Proceedings of International Joint Conference on Neural Networks, Washington, DC, 1990, pp. 613-616.
14. T. P. Vogl, J. K. Mangis, A. K. Rigler, W. T. Zink and D. L. Alkon. "Accelerating the Convergence of the Back Propagation Method". Biological Cybernetics, Vol. 59, 1988, pp. 257-263.
15. A. K. Roy and B. Chatterjee. "Design of Nearest Neighbour Classifier for Bengali Character Recognition". J. IETE, Vol. 30, 1984.
16. A. Dutta and S. Chaudhury. "Bengali Alpha-Numeric Character Recognition Using Curvature Features". Pattern Recognition, Vol. 26, No. 12, 1993, pp. 1757-1770.
17. M. A. Mottalib and M. E. Karim. "Combined Nearest Neighbour-Back Propagation Approach to Recognize Bengali Vowels". Dhaka University Journal of Science, Vol. 46, No. 2, 1998.
18. R. S. Michalski and R. E. Stepp. "Learning From Observation: Conceptual Clustering". In Machine Learning: An Artificial Intelligence Approach, Vol 1, ed. R. S. Michalski, J. G. Carbonell and T. M. Mitchell, Morgan Kaufmann, 1983, pp. 331-363.
19. D. H. Fisher. "Knowledge Acquisition via Incremental Conceptual Clustering". Machine Learning, Vol. 2, 1987, pp. 139-172.