Selected Papers

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Algorithms and Data Structures-related papers

  • B. J. Smith, G. L. Heileman, and C. Abdallah. " The Exponential Hash Function", ACM Journal of Experimental Algorithmics.
  • C. Abdallah, G. L. Heileman, and O. Toker. "On the Complexity of Output Feedback Problems". To appear in the Proceedings of the International Symposium on the Mathematical Theory of Networks and Systems, St. Louis, MO, June, 1996. (Invited paper)
  • P. W. Goldberg, G. L. Heileman, and C. Abdallah. "Complexity of Systems and Control Theory Problems". IMACS 95 Workshop on Computer Algegra, Albuquerque, NM, May, 1995. (Abstract)
  • D. A. Verner, G. L. Heileman, K. G. Budge, and A. C. Robinson. "Development of generic field classes for finite element and finite difference problems". Scientific Programming, 2(4):227--234, 1993.
  • Neural Networks-related papers

  • Michael Georgiopoulos, Issam Dagher, Gregory L. Heileman, and George Bebis. " An Ordering Algorithm for Pattern Presentation in Fuzzy ARTMAP that Tends to Improve Generalzation Performance". To appear in IEEE Transactions on Neural Networks
  • Michael Georgiopoulos, Issam Dagher, Gregory L. Heileman, and George Bebis. " Properties of Learning of a Fuzzy ART Variant". Submitted to Nerual Networks.
  • M. Georgiopoulos, H. Fernlund, G. Bebis, and G. L. Heileman. "Order of Search in Fuzzy ART and Fuzzy ARTMAP: A Geometrical Interpretation". To appear in Neural Networks.
  • J. Huang, M. Georgiopoulos, and G. L. Heileman. "Fuzzy ART properties". Neural Networks, 8(2):203--213, 1995.
  • G. L. Heileman, M. Georgiopoulos, and C.T. Abdallah, "A Dynamical Resosnance Architecture" , IEEE Transactions on Neural Networks, 5(6):873--889, 1994.
  • M. Georgiopoulos, J. Huang, and G. L. Heileman. "Properties of learning in ARTMAP". Neural Networks, 7(3):495--506, 1994.
  • C. S. Ho, J. J. Liou, M. Georgiopoulos, G. L. Heileman, and C. Christodoulou. "Analog circuit design and implementation of an adaptive resonance theory (ART) neural network architecture". International Journal of Electronics, 76(2):271--291, 1994.
  • M. Georgiopoulos, G. L. Heileman, and J. Huang. "The N-N-N conjecture in ART1". Neural Networks, 5(5):745--753, 1992.
  • M. Georgiopoulos, G. L. Heileman, and J. Huang. "Properties of learning related to pattern diversity in ART1". Neural Networks, 4(6):751--757, 1991.
  • M. Georgiopoulos, G. L. Heileman, and J. Huang. "Convergence properties of learning in ART1". Neural Computation, 2(4):502--509, 1990.
  • Other Neural Network related papers

  • C. Abdallah, G. L. Heileman, M. Georgiopoulos, and D. R. Hush. "An Overview of Neural Networks Results for Systems and Control". to appear in the International Journal of Intelligent Control and Systems.
  • J. W. Howse, C. T. Abdallah, and G. L. Heileman. "Gradient and Hamiltonian Dynamics Applied to Learning in Neural Networks". to appear in Advances in Neural Information Processing Systems 8, MIT Press, 1996.
  • G. L. Heileman, M. Georgiopoulos, and W. D. Roome. "A general framework for concurrent simulation of neural network models". IEEE Transactions on Software Engineering, 18(7):551--562, 1992.
  • G. L. Heileman, G. M. Papadourakis, and M. Georgiopoulos. "A neural net associative memory for real-time applications". Neural Computation, 2(1):107--115, 1990.
  • Heileman's Home Page