My technical interests are primarily in the area of computational intelligence: neural networks, genetic algorithms, and their applications. I also have an active interest in OO technology, software development on small, mobile platforms, and a secondary interest in databases. Listed below are links to my publications in these areas.
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S. Narayan and J. Tompkins, ``Using Robotics to Enhance Learning in Introductory Computer Science Courses,'' Proceedings of the 41st ACM Southeast Regional Conference (ACMSE'03), (Savannah, GA), pp. 412-415, March 2003. |
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S. Narayan, ``Using Genetic Algorithms to Adapt Neuron Functional Forms,'' Proceedings of the Sixth IASTED International Conference on Artificial Intelligence and Soft Computing, (Banff, Canada), pp. 299-302, July 2002. |
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A. Abdelbar, D. Hassan, G. A. Tagliarini, S. Narayan, ``Three heuristics for receptive field optimization for ensemble encoding,'' Proceedings of the International Joint Conference on Neural Networks (IJCNN 2003), (Portland, OR), July 2003. |
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S. Narayan, ``Enhancing incremental learning in MLP networks using ensemble encoding of network inputs,'' Proceedings of the International Joint Conference on Neural Networks (IJCNN'99), (Washington D.C), July 1999. |
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S. Narayan, B. Wray, R. Mathieu, ``Artificial neural networks for predicting the optimal number of kanbans in a JIT manufacturing environment,'' Proceedings of the International Joint Conference on Neural Networks (IJCNN'99), (Washington D.C), July 1999. |
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A. Abdelbar and S. Narayan, ``Using Simulated Annealing to optimize receptive fields for MLP networks with ensemble encoding,'' Proceedings of the International Joint Conference on Neural Networks (IJCNN'99), (Washington D.C), July 1999. |
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S. Narayan, ``On signal classification, wavelets, and neural networks,'' Proceedings of the Third International Conference on Computational Intelligence and Neurosciences, (Research Triangle Park, NC), Vol. II, pp. 241-244, October 1998. |
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S. Narayan, ``Identification of dolphin signature whistles using artificial neural networks,'' Proc. Science and Applications of Artificial Neural Networks, SPIE's 11th Annual International Symposium on Aerospace/Sensing, Simulation, and Controls, Orlando, FL, pp. 319-322, April 1997. |
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S. Narayan, ``The Generalized Sigmoid Activation Function: Competitive Supervised Learning,'' Information Sciences, Vol. 99, Issue 1-2, pp. 69-82, June 1997. |
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S. Narayan, ``On the behavior of K-out-of-N Hopfield networks,'' Intelligent Systems, Vol. 96, Issue 3-4, pp. 183-191, February 1997. |
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S. Narayan, G. A. Tagliarini, and E. W. Page, ``Enhancing MLP networks using a distributed data representation,'' IEEE Transactions on Systems, Man and Cybernetics, vol. 26, no. 1, pp. 143-149, February 1996. |