Publications

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