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Conference Paper
M. Georgiopoulos, Huang, J., and Heileman, G. L., Analysis of the ARTMAP neural network architecture, in the 1994 World Congress on Neural Networks (WCNN),Mathematical Foundations Session, San Diego, CA, 1994.
M. Georgiopoulos and Heileman, G. L., The analysis of the augmented ART1 neural network, in Proceedings of the International Joint Conference on Neural Networks, Singapore, 1991.
J. W. House, Abdallah, C., Heileman, G. L., and Georgiopoulos, M., An application of gradient-like dynamics to neural networks, in Southcon 1994, Orlando, FL, 1994.
G. L. Heileman and Georgiopoulos, M., The augmented ART1 neural network, in Proceedings of the International Joint Conference on Neural Networks (IJCNN), Seattle, Washington, 1991.
G. L. Heileman, Georgiopoulos, M., and Roome, W. D., A general framework for concurrent simulation on neural network models, in International Joint Conference on Neural Networks (IJCNN), Baltimore, MD, 1992.
M. Georgiopoulos, Dagher, I., Heileman, G. L., and Bebis, G., The generalization capabilities of ARTMAP, in International Conference on Neural Networks, Houston, TX, 1997.
G. Bebis, Papadourakis, G. M., Georgiopoulos, M., and Heileman, G. L., Increasing classification accuracy using multiple-neural-network schemes, in Proceedings of the 1992 SPIE Conference (Technical Program on Intelligent Information Systems), Orlando, FL, 1992.
M. Georgiopoulos, Heileman, G. L., and Huang, J., The N-N-N conjecture in ART1 Conference, in International Joint Conference on Neural Networks (IJCNN), Baltimore, MD, 1992.
S. Verzi, Heileman, G. L., Georgiopoulos, M., and Anagnostopoulos, G. C., Off-line structural risk minimization and BARTMAP-S, in the 2002 International Joint Conference on Neural Networks, Honolulu, Hawaii, 2002.
M. Georgiopoulos, Fernlund, H., Bebis, G., and Heileman, G. L., Order of Search in Fuzzy ART and Fuzzy ARTMAP: A geometrical interpretation, in International Conference on Neural Networks (ICNN 1996), Washington, DC, 1996.
G. M. Papadourakis, Heileman, G. L., and Georgiopoulos, M., A parallel implementation of the Hopfield network on GAPP processors, in Proceedings of the International Joint Conference on Neural Networks, Washington, DC, 1989.
M. Georgiopoulos, Heileman, G. L., and Huang, J., Properties of learning in ART1, in Proceedings of the International Joint Conference on Neural Networks, Singapore, 1991.
J. Huang, Georgiopoulos, M., and Heileman, G. L., Properties of learning in fuzzy ART, in IEEE World Congress on Computational Intelligence, Orlando, Fl, 1994.
G. L. Heileman, Georgiopoulos, M., and Huang, J., A survey of learning results for ART1 networks, in IEEE World Congress on Computational Intelligence, Orlando, FL, 1994.
Journal Article
C. S. Ho, Liou, J. J., Georgiopoulos, M., Heileman, G. L., and Christodoulou, C., Analog circuit design and implementation of an adaptive resonance theory (ART) neural network architecture, International Journal of Electronics, vol. 76, pp. 271-291, 1994.
S. J. Verzi, Heileman, G. L., Georgiopoulos, M., and Healy, M. J., Boosted ARTMAP, IEEE International Joint Conference on Neural Networks, pp. 396–401, 1998.
S. Verzi, Heileman, G. L., and Georgiopoulos, M., Boosted ARTMAP: Modifications to fuzzy ARTMAP motivated by boosting Theory, Neural Networks, vol. 19.4, pp. 446–468, 2006.
M. Georgiopoulos, Heileman, G. L., and Huang, J., Convergence properties of learning in ART1, Neural Computation, vol. 2, pp. 502-510, 1990.
G. L. Heileman, Georgiopoulos, M., and Abdallah, C., A dynamical adaptive resonance architecture, IEEE Transactions on Neural Networks, vol. 5, pp. 873-889, 1994.
J. Huang, Georgiopoulos, M., and Heileman, G. L., Fuzzy ART properties, Neural Networks, vol. 8, pp. 203-213, 1995.
G. L. Heileman, Georgiopoulos, M., and Roome, W. D., A general framework for concurrent simulation on neural network models, IEEE Transactions on Software Engineering, vol. 18, pp. 551-562, 1992.
G. L. Heileman, Papadourakis, G. M., and Georgiopoulos, M., A neural network associative memory for real-time applications, Neural Computation, vol. 2, pp. 107-115, 1990.
M. Georgiopoulos, Heileman, G. L., and J. Huang, The N-N-N conjecture in ART1, Neural Networks, vol. 5, pp. 745-753, 1992.
I. Dagher, Georgiopoulos, M., Heileman, G. L., and Bebis, G., Ordered fuzzy ARTMAP: a fuzzy ARTMAP algorithm with a fixed order of pattern presentation, IEEE International Joint Conference on Neural Networks, pp. 1717–1722, 1998.
M. Georgiopoulos, Heileman, G. L., and Huang, J., Properties of learning in ART1, Neural Networks, vol. 4, pp. 751-758, 1991.
M. Georgiopoulos, Dagher, I., Heileman, G. L., and Bebis, G., Properties of Learning of a Fuzzy ART Variant, Neural Networks, vol. 12.6, pp. 837–850, 1999.
S. J. Verzi, Heileman, G. L., Georgiopoulos, M., and Healy, M. J., Rademacher penalization applied to Fuzzy ARTMAP and Boosted ARTMAP, Proceedings of the International Joint Conference on Neural Networks, pp. 1191–1196, 2001.