Publications

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Journal Article
Henninger, A, Gonzalez A, Gerber W, Georgiopoulos M, DeMara R.  2000.  On the Fidelity of SAFs: Can performance data help? Proceedings of the 2000 Interservice/Industry Training,Simulation and Education Conference (I/ITSEC-2000). :147–154.
Vartak, A, Georgiopoulos M, Anagnostopoulos GC.  2005.  On-line Gaussae Newton-based learning for fully recurrent neural networks. Nonlinear Analysis. 63:e867–e876.
Bebis, G, Georgiopoulos M.  1994.  Optimal feed-forward neural network architectures. IEEE Potentials. :27-31.
Georgiopoulos, M, Fernlund H, Bebis G, Heileman G.  1996.  Order of Search in Fuzzy ART and Fuzzy ARTMAP: Effect of the Choice Parameter. Neural Networks. 9.9:1541-1559.
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, Koufakou A, Anagnostopoulos GC, Kasparis T.  2001.  Over-training in Fuzzy ARTMAP: Myth or Reality? Proceedings of the International Joint Conference on Neural Networks. :1186–1190.
Georgiopoulos, M.  1990.  Packet error probabilities in direct sequence spread spectrum packet radio networks. IEEE Trans. on Comm.. 38:1599-1606.
Georgiopoulos, M.  1988.  Packet error probabilities in frequency hopped spread spectrum packet radio networks–Memoryless frequency hopping patterns considered. IEEE Trans. on Comm.. 36:720-724.
Castro, J, Georgiopoulos M, Secretan J, DeMara R, Anagnostopoulos GC, Gonzalez A.  2005.  Parallelization of Fuzzy ARTMAP to improve its convergence speed: The network partitioning approach and the data partitioning approach. Nonlinear Analysis: Theory,Methods and Applications. 63.5-7:e877–e889.
Secretan, J, Georgiopoulos M, Anagnostopoulos GC, Tapia J, Chadha A, Huber B.  2005.  Parallelizing the Fuzzy ARTMAP Algorithm on a Beowulf Clusters. Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2005). :475–480.
Castro, J, Georgiopoulos M, DeMara R, Gonzalez A.  2004.  A Partitioned Fuzzy ARTMAP implementation for fast processing of large databases on sequential machines.
Vargas, JJ, DeMara RF, Gonzalez AJ, Georgiopoulos M, Marshall H.  2004.  PDU Bundling and Replication for Reduction of Distributed Simulation Communication Traffic. Journal of Defense Modeling and Simulation. 1.3:171–183.
Zooghby, EAH, Christodoulou CG, Georgiopoulos M.  1997.  Performance of Radial-Basis Function Networks for Direction of Arrival Estimation with Antenna Arrays. IEEE Transactions on Antennas and Propagation. 45.11:1611–1617.
Castro, J, Secretan J, Georgiopoulos M, DeMara R, Anagnostopoulos GC, Gonzalez A.  2007.  Pipelining of Fuzzy ARTMAP without Matchtracking: Correctness,Performance Bound and Beowulf Evaluation. Neural Networks. 20.1:109–128.
Secretan, J, Georgiopoulos M, Castro J.  2007.  A Privacy Preserving Probabilistic Neural Network for Horizontally Partitioned Databases.
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.
Anagnostopoulos, GC, Georgiopoulos M.  2003.  Putting the utility of match tracking in Fuzzy ARTMAP training to the test. :1–6.
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.
Zooghby, EAH, Christodoulou CG, Georgiopoulos M.  1998.  Radial basis function neural network algorithm for adaptivebeamforming in cellular communication systems. IEEE-APS Conference on Antennas and Propagation for Wireless Communications. :53–56.
Anagnostopoulos, GC, Georgiopoulos M, Verzi S, Heileman G.  2002.  Reducing generalization error and category proliferation in ellipsoid ARTMAP via tunable misclassification error tolerance: Boosted Ellipsoid ARTMAP. Neural Networks. :2650–2655.
Koufakou, A, Ortiz E, Georgiopoulos M, Anagnostopoulos GC, Reynolds K.  2007.  A Scalable and Efficient Outlier Detection Strategy for Categorical Data. International Conference on Tools with Artificial Intelligence (ICTAI).
Kasparis, T, Charalampidis D, Georgiopoulos M, Rolland JP.  2001.  Segmentation of textured images based on fractals and image filtering. Pattern Recognition. 34.10:1963–1973.
Kasparis, T, Charalampidis D, Georgiopoulos M, Rolland JP.  2001.  Segmentation of textured images based on fractals and image filtering. Pattern Recognition. 34.10:1963–1978.
Skarman, SE, Georgiopoulos M, Gonzalez AJ.  1998.  Short-term electrical load forecasting using a fuzzy ARTMAP neural network. Conference on Applications and Science of Computational Intelligence. :181-191.
Ramirez-Padron, R, Foregger D, Manuel J, Georgiopoulos M, Mederos B.  2010.  Similarity Kernels for Nearest Neighbor-based Outlier Detection. Lecture Notes in Computer Science. 6065/2010:159-170.
Christodoulou, C, Georgiopoulos M.  2001.  Smart adaptive array antennas for wireless communcations. Proceedings of SPIE; Conference on Digital Wireless Communication III. :75–83.
Georgiopoulos, M, DeMara RF, Gonzalez AJ, Wu AS, Mollaghasemi M, Gelenbe E, Kysilka M, Secretan J, Sharma CA, Alnsour AJ.  2009.  A Sustainable Model for Integrating Current Topics in Machine Learning Research in the Undergraduate Curriculum. IEEE Transactions on Education. 52:503-512.
Charalampidis, D, Kasparis T, Georgiopoulos M.  1998.  Texture classification using ART-based neural networks and Fractals. SPIE Conference on Signal Processing,Sensor Fusion,and Target Recognition VII. :212–222.
Watkins, RC, Reynolds KM, DeMara R, Georgiopoulos M, Gonzalez A, Eaglin R.  2003.  TRACKING DIRTY PROCEEDS: EXPLORING DATA MINING TECHNOLOGIES AS TOOLS TO INVESTIGATE MONEY LAUNDERING. Police Practice and Research. 4.2:163–178.
Verzi, S, Heileman G, Georgiopoulos M, Anagnostopoulos GC.  2003.  Universal approximation with Fuzzy ART and Fuzzy ARTMAP. Neural Networks. :1987–1992.
Charalampidis, D, Kasparis T, Jones L, Georgiopoulos M.  2008.  Use of multifractals to detect anomalous propagation (AP) in weather radar. Proceedings SPIE; Conference on Signals and Data Processing of Small Targets. :13–22.
Bebis, G, Georgiopoulos M, Shah M, da Lobo VN.  1998.  Using Algebraic Functions of Views for Indexing-Based Object Recognition. International Conference on Computer Vision. :634–639.
Gonzalez, A, Georgiopoulos M, DeMara R.  2007.  Using Context-Based Neural Networks to Maintain Coherence Among Entities’ States in a Distributed Simulation. The Journal of Defense Modeling and Simulation. 4:147-172.
Gonzalez, A, Georgiopoulos M, DeMara R.  2007.  Using context-based neural networks to maintain coherence in distributed simulations. The Journal of Defense Modeling and Simulation. 4:417-172.
Bebis, G, Georgiopoulos M, da Lobo VN.  1998.  Using Self-Organizing Maps to Learn Geometric Hash Functions for Model-Based Object Recognition. IEEE Transactions on Neural Networks. 9.3:560–570.
Bebis, G, Georgiopoulos M, da Lobo VN.  1998.  Using self-organizing maps to learn geometric hash functions for model-based object recognition. IEEE Transactions on Neural Networks. 9:560-570.
Gonzalez, AJ, DeMara RF, Georgiopoulos M.  1998.  Vehicle model generation and optimization for embedded simulation. Simulation Interoperability Workshop. :206–213.
Conference Paper
Zooghby, AHE, Christodoulou CG, Georgiopoulos M.  1998.  Adaptive interference cancellation with neural networks. 1998 Virginia Tech Symposium on Wireless Personal Communications.
Bebis, G, Georgiopoulos M, Shah M, da Lobo VN.  1998.  Algebraic functions of views for indexing-based object recognition. Proceedings of the Sixth International Conference.
Merakos, L, Georgiopoulos M.  1987.  Analysis of a multi-hop CDMA packet radio network. the 26th IEEE Conference on Decision and Control.
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.
Bassiouni, M, Georgiopoulos M, Thompson J.  1990.  Analytical and simulation models for real time networks. Proceedings of the 21st Annual Pittsburgh Conference.
Secretan, J, Koufakou A, Georgiopoulos M.  2009.  APHID: A practical architecture for high-performance, privacy preserving, data-mining. DMIN 2009.
House, JW, Abdallah C, Heileman GL, Georgiopoulos M.  1994.  An application of gradient-like dynamics to neural networks. Southcon 1994.
Gul, M, Catbas FN, Georgiopoulos M.  2007.  Application of Pattern Recognition Techniques to Identify Structural Change in a Laboratory Specimen. he SPIE Smart Structures and Materials & Nondestructive Evaluation and Health Monitoring Conference.
Christodoulou, C, Huang J, Georgiopoulos M, Liou JJ.  1994.  Application of the ARTMAP neural network in the design of cascaded gratings and frequency selective surfaces. International IEEE Antennas and Propagation Symposium.
Mollaghasemi, M, LeCroy K, Georgiopoulos M.  1996.  Applications of neural networks and simulation modeling in manufacturing system design. Southcon 96.
Georgiopoulos, M, Gelenbe E, DeMara R, Gonzalez A, Mollaghasemi M, Wu A, Russell I, Anagnostopoulos G, Secretan J.  2006.  Assessing and Evaluating our progress on the CRCD Experiences at the University of Central Florida: An NSF Project. 2006 ASEE.
Georgiopoulos, M, Gelenbe E, DeMara R, Gonzalez A, Mollaghasemi M, Wu A, Russell I, Anagnostopoulos G, Secretan J.  2006.  Assessing and Evaluating our progress on the CRCD Experiences at the University of Central Florida: An NSF Project.
Heileman, GL, Georgiopoulos M.  1991.  The augmented ART1 neural network. Proceedings of the International Joint Conference on Neural Networks (IJCNN).
Beck, JR, Garcia ME, Zhong M, Georgiopoulos M, Anagnostopoulos GC.  2008.  A Backward adjusting strategy for the C4.5 decision tree classifier, and the effect of the C4.5 parameters on the tree’s performance. 21st Artificial Intelligence Research Symposium.
Koufakou, A, Wakchaure A, Kursun O, Georgiopoulos M, Reynolds K, Eaglin R.  2005.  Burglary data mining – A three tiered approach: Local satte and nation-wide. the 2nd Annual GIS Symposium at TU.
Reynolds, K, Wakchaure A, Kursun O, Georgiopoulos M, Reynolds K, Eaglin R.  2005.  Burglary data mining – A three tiered approach: Local state and nation-wide. the 2nd Annual GIS Symposium at TU.
Charalampidis, D, Georgiopoulos M, Kasparis T.  2000.  Classification of noisy signals using Fuzzy ARTMAP neural networks. the International Joint Conference on Neural Networks.
Georgiopoulos, M, Papantoni-Kazakos P.  1983.  Collision resolution protocols utilizing absorptions and collision multiplicities. Abstracts of the 1983 International Symposium on Information Theory.
Smith, BO, Georgiopoulos M, Belkerdid M.  1991.  Comparison of BCH and convolutional codes in direct sequence spread spectrum multiple access packet radio networks. MILCOM 91.
Koufakou, A, Weihs N, Georgiopoulos M, Al-Daraiseh A.  2006.  Comparisons of Gaussian ARTMAP and Distributed Gaussian ARTMAP: The Category Proliferation problem. ANNIE 2006.
Russel, I, Georgiopoulos M, Castro J, Neller T, McCracken D, Bouvier D.  2003.  Condensing the CC-2001 core in an Integrated Curriculum. CCSCNE (Consortium for Computing in Small Colleges in the Northeast).
Bebis, G, Georgiopoulos M, Kasparis T.  1996.  Coupling weight elimination and genetic algorithms. International Conference on Neural Networks (ICNN).
Georgiopoulos, M, Gelenbe E, DeMara R, Gonzalez A, Kysilka M, Mollaghasemi M, Wu A, Russell I, Anagnostopoulos G, Secretan J.  2005.  CRCD Experiences at the University of Central Florida: An NSF Project. the ASEE 2005 Annual Conference and Exposition.
Ho, CS, Liou JJ, Georgiopoulos M.  1993.  Design and simulation of analog circuits for adaptive resonance theory (ART) neural networks. Symposium on Semiconductor Theory and Simulation.
Christodoulou, C, Huang J, Georgiopoulos M, Liou JJ.  1994.  Design of gratings and frequency selective surfaces using Fuzzy ARTMAP neural networks. Proceedings SPIE.
Reynolds, K, Kursun O, Georgiopoulos M, Eaglin R.  2004.  Development of an Artificial Intelligence Clustering Algorithm to Detect Auto Theft Recovery Patterns. GIS Symposium 2004.
Reynolds, K, Kursun O, Eaglin R, Chen B, Georgiopoulos M.  2005.  Development of an Artificial Intelligent System for detection and visualization of auto theft recovery patterns. Computational Intelligence Conference on Homeland Security and Public Safety (CIHSPS, 2005).
Mollaghasemi, M, Georgiopoulos M, Cope D, Donnelly A, Steele M.  2004.  Educating Middle and High School Students in Space Operations. the 2004 Winter Simulation Conference.
Sentelle, C, Anagnostopoulos GC, Georgiopoulos M.  2009.  An efficient active set method for SVM training without singular inner problems. the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2009).
Kaylani, A, Georgiopoulos M, Mollaghasemi M, Anagnostopoulos G.  2008.  Efficient Evolution of ART Neural Networks. 2008 IEEE Congress on Evolutionary Computation (IEEE CEC 2008).
Anagnostopoulos, GC, Georgiopoulos M.  2002.  Ellipsoid ART/ARTMAP category regions for the choice-by-difference functions. Conference on Applications and Science of Computational Intelligence V.
Anagnostopoulos, G, Georgiopoulos M.  2001.  Ellipsoidal ART and ARTMAP for incremental unsupervised and supervised learning. Conference on Applications and Science of Computational Intelligence IV.
Anagnostopoulos, GC, Georgiopoulos M, Nickerson D, Bebis G.  1997.  Ensembles of hybrid intelligent experts. 1997 IEEE International Conference on Systems, Man, and Cybernetics.
Frederick, TJ, Belkerdid M, Georgiopoulos M.  1991.  Error control coding for meteor burst channels. MILCOM 91.
Quang, L, Anagnostopoulos G, Georgiopoulos M, Ports K.  2005.  An experimental comparison of semi-supervised ARTMAP architectures, GCS, and GNC Classifiers. 2005 International Joint Conference on Neural Networks.
Georgiopoulos, M, Anagnostopoulos GC, Bharadwaj M.  2003.  Experimental comparisons of semi-supervised and supervised ART classifiers. The 16th International Flairs Conference.
Zhong, M, Georgiopoulos M, Anagnostopoulos GC.  2007.  Experiments with an Innovative Tree Pruning Algorithm. IASTED International Conference on Artificial Intelligence and Applications.
Zhong, M, Rosander B, Georgiopoulos M, Anagnostopoulos G, Mollaghasemi M, Richie S.  2005.  Experiments with Micro-ARTMAP: Effect of the Network Parameters on the Network Performance. 2005 Artificial Neural Networks in Engineerin.
Zhong, M, Rosander B, Georgiopoulos M, Anagnostopoulos G, Mollaghasemi M, Richie S.  2006.  Experiments with Safe Micro-ARTMAP: Effect of the Network Parameters on the Network Performance. WCCI 2006.
Carr, K, Cannava K, Pescatore R, Georgiopoulos M, Anagnostopoulos G.  2004.  Fast Stable and on-line training of Fuzzy ARTMAP using a novel, conservative, slow learning strategy. ANNIE 2004 conference.
Sentelle, C, Hong SL, Georgiopoulos M, Anagnostopoulos GC.  2007.  A Fuzzy Gap-statistic for Fuzzy C-Means. The 11th IASTED International Conference on Artificial Intelligence and Soft Computing (ASC 2007).
Zhong, M, Coggeshall D, Ghaneie EG, Pope T, Rivera MA, Georgiopoulos M, Anagnostopoulos GC.  2006.  Gap-Based Estimation: Choosing the smoothing parameters for Probabilistic and General Regression Neural Networks. WCCI 2006.
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.
Al-Dairaseh, A, Georgiopoulos M, Wu AS, Anagnostopoulos G, Mollaghasemi M.  2006.  GFAM: A genetic algorithm optimization of Fuzzy ARTMAP. WCCI 2006 (Fuzzy Systems).
Ho, CS, Liou JJ, Georgiopoulos M, Christodoulou C.  1994.  Hardware implementation of an adaptive resonance theory (ART) neural network using compensated amplifiers. Proceedings SPIE.
Ho, CS, Liou JJ, Georgiopoulos M.  1994.  Hardware implementation of ART1 memories using a mixed analogdigital approach. IEEE World Congress on Computational Intelligence.
Reeder, J, Georgiopoulos M, Castro J, Burns S, Anagnostopoulos G, Mollaghasemi M.  2005.  Hilbert Space Filling Curve Nearest Neighbor. The ISAS and CITSA 2005.
Anagnostopoulos, GC, Georgiopoulos M.  2000.  Hypershere ART and ARTMAP for unsupervised and supervised incremental learning. the International Joint Conference on Neural Networks.
Puklavage, C, Pirela A, Gonzalez AJ, Georgiopoulos M.  2010.  Imitating personalized expressions through an Avatar using Machine Learning. Proceedings of the 23rd International FLAIRS conference.
Bebis, G, Georgiopoulos M.  1995.  Improving generalization by using genetic algorithms to determine the neural network size. Southcon 95.
Johnson, MJ, Georgiopoulos M, Mollaghasemi M, McGinnis M.  2001.  Improving human behavior in simulations – OneSAF tested baseline intelligent computer generated objects. SCS, Military, Government and Aerospace Simulation Symposium 2001 (MGA 2001) Conference.
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).
Dagley-Falls, M, Georgiopoulos M, Young C.  2010.  Influencing sense of community in a STEM living-learning community: An NSF STEP funded project. Proceedings of the 2010 ASEE Conference and Exposition.
Bahr, H, Georgiopoulos M, DeMara R.  1997.  Integer-encoded massively parallel processing of fast learning Fuzzy ARTMAP neural networks. Proceedings SPIE; Conference of Applications and Science of Artificial Neural Networks III.
Bebis, G, Georgiopoulos M, da Lobo VN, Shah M.  1996.  Learning affine transformations of the plane for model-based object recognition. 13th International Conference on Pattern Recognition (ICPR-96).
Bebis, G, Georgiopoulos M, da Lobo VN.  1995.  Learning geometric hashing functions for model-based object recognition. Fifth International Conference on Computer Vision, ICCV-1995.
Georgiopoulos, M, Li C, Kocak T.  2010.  Learning in the Feed-Forward Random Neural Network: A Critical Review. the 25th International Symposium on Computer and Information Sciences.
Bebis, G, Georgiopoulos M, Bhatia S.  1997.  Learning orthographic transformations for object recognition. 1997 IEEE International Conference on Systems, Man, and Cybernetics.
Johnson, MJ, Mollaghasemi M, Georgiopoulos M, McGinnis M.  2001.  A methodology for human behavior modeling in computer generated forces. Industrial Engineering Research Conference 2001 (IERC 2001).
Kaylani, A, Georgiopoulos M, Mollaghasemi M, Anagnostopoulos G.  2008.  MO-GART: Multi-Objective Optimization of ART Architectures. 2008 IEEE Congress on Evolutionary Computation (IEEE CEC 2008).