Publications





A. Al-Daraiseh**, A. Kaylani**, M. Georgiopoulos, A.S. Wu, M. Mollaghasemi, G.C. Anagnostopoulos, "GFAM:Evolving Fuzzy ARTMAP Neural Networks," Neural Networks, Vol. 20, No. 8, October, 2007, pp. 874-892.
M. Zhong**, B. Rosander*, M. Georgiopoulos, G.C. Anagnostopoulos, M. Mollaghasemi, S. Richie, "Experiments with Safe micro-ARTMAP: Effect of the Network Parameters on the Network Performance," Neural Networks, Vol. 20, No. 2, March, 2007, pp. 245-259.
G. Rabadi, G. Anagnostopoulos, M. Mollaghasemi, "A heuristic algorithm for the just-in-time single machine scheduling problem with setups: A comparison with simulated annealing," International Journal of Advanced Manufacturing Technology, Vol. 32, 2007, pp. 326-335.
M. Zhong**, B. Rosander*, M. Georgiopoulos, G. Anagnostopoulos, M. Mollaghasemi, S. Richie, "Experiments with Safe μARTMAP: Effect of the Network Parameters on the Network Performance," Neural Networks, Vol. 20, No. 2, 2007, pp. 245-259.
J. Castro**, J. Secretan*, M. Georgiopoulos, R. DeMara, G. Anagnostopoulos, A. Gonzalez, "Pipelining of Fuzzy ARTMAP without Matchtracking: Correctness, Performance Bound and Beowulf Evaluation," Neural Networks, Vol. 20, No. 1, January, 2007, pp. 109-128.
X. Rui, G. Anagnostopoulos, D. Wunch II, "Multiclass Cancer Classification Using Semisupervised Ellipsoid ARTMAP and Particle Swarm Optimization with Gene Expression Data," IEEE/ACM Transactions on Computational Biology and Bioinformatics, Vol. 4, No. 1, January, 2007, pp. 65-77.
O. Kursun**, A. Koufakou**, A. Wakchaure**, M. Georgiopoulos, K. Reynolds, R. Eaglin, "Answer: approximate Name Search with Errors in Large Databases by a Novel Approach Based on Prefix-dictionary," International Journal on Artificial Intelligence Tools, Vol. 15, No. 5, August, 2006, pp. 839-848.
N. Shorter**, T. Kasparis, "Fuzzy SART Clustering for 3D Reconstruction from Irregular LIDAR Data," Vol. 2, No. 8, August 2006, pp. 1122 - 1129.
S. Verzi, G.L. Heileman, M. Georgiopoulos, "Boosted ARTMAP: Modifications to fuzzy ARTMAP motivated by boosting Theory," Neural Networks, Vol. 19, No. 4, May, 2006, pp. 446-468.
H.K. Fernlund, A.J. Gonzalez, M. Georgiopoulos, R. DeMara, "Learning tactical human behavior through observation of human performance," IEEE Transactions on Systems, Man, and Cybernetics--Part B: Cybernetics, Vol. 36, No. 1, February, 2006, pp. 128-140.
A. Vartak**, M. Georgiopoulos, G.C. Anagnostopoulos, "On-line Gauss-Newton based learning for fully recurrent neural networks," Nonlinear Analysis, Vol. 63, No. 5-7, December, 2005, pp. e867 – e876.
J. Castro**, M. Georgiopoulos, J. Secretan*, R. DeMara, G. Anagnostopoulos, A. Gonzalez, "Parallelization of Fuzzy ARTMAP to improve its convergence speed: The network partitioning approach and the data partitioning approach," Nonlinear Analysis: Theory, Methods and Applications, Vol. 63, No. 5-7, December, 2005, pp. e877-e889.
J. Castro**, M. Georgiopoulos, R. DeMara, A. Gonzalez, "Data-partitioning using the Hilbert space filling curves: Effect on the speed of convergence of Fuzzy ARTMAP for large database problems," Neural Networks, Vol. 18, No. 7, September, 2005, pp. 967-984.
A. Vartak**, M. Georgiopoulos, G. Anagnostopoulos, "On-line Gauss–Newton-based learning for fully recurrent neural networks," Nonlinear Analysis, Vol. 63, 2005, pp. e867-e876.
J. Klodzinski, A. Al-Daraiseh**, M. Georgiopoulos, H.M. Al-Deek, "Development of a Java Applet for Generating Trucks from Freight Data," Journal of Transportation Research Board, No. 1870, October 2004, pp. 10-17.
J. Klodzinski, A. Al-Daraiseh, M. Georgiopoulos, H.M. Al-Deek, "Development of a java applet for generating truck trips from freight data," Transportation Research Record, No. 1870, October, 2004, pp. 10-17.
A.J. Gonzalez, W.J. Gerber, R.F. DeMara, M. Georgiopoulos, "Context-driven Near-term Intention Recognition," Journal of Defense Modeling and Simulation, Vol. 1, No. 3, August, 2004, pp. 153-170.
J.J. Vargas, R.F. DeMara, A.J. Gonzalez, M. Georgiopoulos, H. Marshall, "PDU Bundling and Replication for Reduction of Distributed Simulation Communication Traffic," Journal of Defense Modeling and Simulation, Vol. 1, No. 3, August 2004, pp. 171-183.
J.J. Vargas, R.F. DeMara, M. Georgiopoulos, A.J. Gonzalez, H. Marshall, "PDU Bundling and Replication for Reduction of Distributed Simulation Communication Traffic," Journal of Defense Modeling and Simulation: Applications, Methodology, Technology, Vol. 1, No. 3, August, 2004, pp. 171-183.
R.C. Watkins, K.M. Reynolds, R. Demara, M. Georgiopoulos, A. Gonzalez, R. Eaglin, "TRACKING DIRTY PROCEEDS: EXPLORING DATA MINING TECHNOLOGIES AS TOOLS TO INVESTIGATE MONEY LAUNDERING," Police Practice and Research, Vol. 4, No. 2, June 2003, pp. 163-178.
G.C. Anagnostopoulos, M. Georgiopoulos, "Category regions as new geometrical concepts in Fuzzy-ART and Fuzzy-ARTMAP," Neural Networks, Vol. 15, No. 10, December, 2002, pp. 1205-1221.
G. Anagnostopoulos**, M. Georgiopoulos, "Category regions as new geometrical concepts in Fuzzy-ART and Fuzzy-ARTMAP," Neural Networks, Vol. 15, No. 10, December 2002, pp. 1205-1221.
A. Koufakou**, M. Georgiopoulos, G. Anagnostopoulos, T. Kasparis, "Cross-validation in Fuzzy ARTMAP for large databases," Neural Networks, Vol. 14, No. 9, November 2001, pp. 1279-1291.
T. Kasparis, D. Charalampidis, M. Georgiopoulos, J.P. Rolland, "Segmentation of textured images based on fractals and image filtering," Pattern Recognition, Vol. 34, No. 10, October, 2001, pp. 1963-1973.
D. Chralampidis, T. Kasparis, M. Georgiopoulos, "Classification of noisy signals using fuzzy ARTMAP neural networks," IEEE TRANSACTIONS ON NEURAL NETWORKS, Vol. 12, No. 5, September 2001, pp. 1023 - 1036.
D. Charalampidis**, T. Kasparis, M. Georgiopoulos, "Classification of noisy signals using fuzzy ARTMAP neural networks," IEEE Transactions on Neural Networks, Vol. 12, No. 5, September, 2001, pp. 1023-1036.
T. Kasparis, D. Charalampidis, M. Georgiopoulos, J.P. Rolland, "Segmentation of textured images based on fractals and image filtering," Pattern Recognition, Vol. 34, No. 10, 2001, pp. 1963-1978.
F. Miwakeichi, R. Ramirez-Padron, P. Valdes-Sosa, T. Ozaki, "A comparison of Non-linear Non-parametric Models for Epilepsy Data," Computers in Biology and Medicine, Vol. 31, No. 1, 2001, pp. 41-57.
G. Bebis, S. Uthiram, M. Georgiopoulos, "Face Detection and Verification Using Genetic Search," International Journal on Artificial Intelligence Tools, Vol. 9, No. 2, June 2000, pp. 225-246.
G. Bebis, S. Uthiram, M. Georgiopoulos, "Face detection and verification using genetic search," International Jornal on Artificial Intelligence Tools, Vol. 9, No. 2, June, 2000, pp. 225-245.
A.H. El Zooghby**, C.G. Christodoulou, M. Georgiopoulos, "A neural network-based smart antenna for multiple source tracking," IEEE Transaction on Antennas and Propagation, Vol. 48, No. 5, May, 2000, pp. 768-776.
A.H. Zooghby**, C.G. Christodoulou, M. Georgiopoulos, "A Neural Network-Based Smart Antenna for Multiple Source Tracking," IEEE Transactions on Antennas and Propagation, Vol. 48, No. 5, May 2000, pp. 768-776.
G. Bebis, M. Georgiopoulos, N. da Vitoria Lobo, M. Shah, "Learning affine transformations," Pattern Recognition, Vol. 32, No. 10, October,1999, pp. 1783-1799.
I. Dagher, M. Georgiopoulos, G.L. Heileman, "An Ordering Algorithm for Pattern Presentation in Fuzzy ARTMAP That Tends to Improve Generalization Performance," IEEE Transactions on Neural Networks, Vol. 10, No. 4, July, 1999, pp. 768-778.
M. Georgiopoulos, I. Dagher, G.L. Heileman, G. Bebis, "Properties of Learning of a Fuzzy ART Variant," Neural Networks, Vol. 12, No. 6, July, 1999, pp. 837-850.
A.H. El Zooghby, C. Christodoulou, M. Georgiopoulos, "A neural-network-based linearly constrained minimum variance beamformer," Microwave and Optical Technology Letters, Vol. 21, No. 6, May, 1999, pp. 451-455.
G. Bebis, M. Georgiopoulos, M. Shah, N. da Vitoria Lobo, "Indexing Based on Algebraic Functions of Views," Computer Vision and Image Understanding, Vol. 72, No. 3, December, 1998, pp. 360-378.
A.H. El Zooghby, C. Christodoulou, M. Georgiopoulos, "Neural Network-Based Adaptive Beamforming for One- and Two-Dimensional Antenna Arrays," IEEE Transactions on Antennas and Propagation, Vol. 46, No. 12, December, 1998, pp. 1891-1893.
G. Bebis, M. Georgiopoulos, N. da Vitoria Lobo, "Using Self-Organizing Maps to Learn Geometric Hash Functions for Model-Based Object Recognition," IEEE Transactions on Neural Networks, Vol. 9, No. 3, May, 1998, pp. 560-570.
G. Bebis, M. Georgiopoulos, T. Kasparis, "Coupling weight elimination with genetic algorithms to reduce network size and preserve generalization," Neurocomputing, Vol. 17, No. 3-4, November, 1997, pp. 167-194.
A.H. El Zooghby, C.G. Christodoulou, M. Georgiopoulos, "Performance of Radial-Basis Function Networks for Direction of Arrival Estimation with Antenna Arrays," IEEE Transactions on Antennas and Propagation, Vol. 45, No. 11, November, 1997, pp. 1611-1617.
M. Georgiopoulos, H. Fernlund, G. Bebis, G. Heileman, "Order of Search in Fuzzy ART and Fuzzy ARTMAP: Effect of the Choice Parameter," Neural Networks, Vol. 9, No. 9, December, 1996, pp. 1541-1559.

C. Sentelle**, G.C. Anagnostopoulos, M. Georgiopoulos, "A Fast Revised Simplex Method for SVM Training," in ICPR, Tampa, Florida, USA, February, 2009.
J. Reeder**, R. Miguez*, J. Sparks*, M. Georgiopoulos, G. Anagnostopoulos, "Interactively Evolved Modular Neural Networks for Game Agent Control," in 2008 IEEE Symposium on Computational Intelligence and Games (CIG 08), Perth, Australia, December, 2008, pp. 167-174.
J. Reeder**, S. Gita, M. Georgiopoulos, G. Anagnostopoulos, "Intelligent Trading Agents for Massively Multi-player Game Economies," in Proceedings of the Fourth Artificial Intelligence and Interactive Digital Entertainment Conference, Stanford, CA, October, 2008, pp. 102-107.
D. Charalampidis, G. Anagnostopoulos, T. Kasparis, M. Georgiopoulos, "Classification of noisy patterns using ARTMAP-based neural networks," in Proceedings SPIE; Conference on Visual Information Processing IX, Orlando, May, 2008, pp. 2-13.
D. Charalampidis, T. Kasparis, L. Jones, M. Georgiopoulos, "Use of multifractals to detect anomalous propagation (AP) in weather radar," in Proceedings SPIE; Conference on Signals and Data Processing of Small Targets, Orlando, May, 2008, pp. 13-22.
S. Verzi, G. Heileman, M. Georgiopoulos, M. Healy, "Hierarchical ARTMAP," in Proceedings of the International Joint Conference on Neural Networks (IJCNN), Como, Italy, May, 2008, pp. 41 - 46.
A. Koufakou**, M. Georgiopoulos, G. Anagnostopoulos, "Detecting Outliers in High-Dimensional Datasets with Mixed Attributes," in International Conference on Data Mining (DMIN 2008), to appear, L. Vegas, NV, July 14-17, 2008.
A. Koufakou**, J. Secretan**, J. Reeder**, K. Cardona*, M. Georgiopoulos, "Fast Parallel Outlier Detection for Categorical Datasets using MapReduce," in 2008 IEEE World Congress on Computational Intelligence (WCCI), Hong Kong, 2008.
J. Secretan, M. Georgiopoulos, J. Castro, "A Privacy Preserving Probabilistic Neural Network for Horizontally Partitioned Databases," August, 2007.
C. Sentelle**, S.L. Hong*, G.C. Anagnostopoulos, M. Georgiopoulos, "A fuzzy gap statistic for Fuzzy C-Means," in Proceedings of the 11th IASTED International Conference on Artificial, August, 2007.
C. Sentelle**, M. Georgiopoulos, G.C. Anagnostopoulos, C. Young, "On extending the SMO algorithm sub-problem," in Proceedings of the International Joint Conference on Neural Networks (IJCNN, 2007) 2007, August, 2007.
M. Zhong**, M. Georgiopoulos, G.C. Anagnostopoulos, "k-Norm Misclassification Rate Estimation for Decision Trees," in Proceedings of the 11th IASTED International Conference on Artificial Intelligence and Soft Computing (ASC 2007), Palma De Mallorca, Spain, August, 2007, pp. 163-168.
A. Kaylani**, A. Al-Daraiseh**, M. Georgiopoulos, M. Mollaghasemi, G.C. Anagnostopoulos, A.S. Wu, "Genetic Optimization of ART Neural Network Architectures," in Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2007), Orlando, FL, USA, August, 2007, pp. 379-384.
A. Kaylani**, M. Georgiopoulos, M. Mollaghasemi, G.C. Anagnostopoulos, "Genetic Optimization of ART Neural Network Architectures," in Proceedings of the 11th IASTED International Conference on Artificial Intelligence and Soft Computing (ASC 2007), Palma De Mallorca, Spain, August, 2007, pp. 225-230.
J. Castro, M. Georgiopoulos, J. Secretan, "Analyzing the Fuzzy ARTMAP Matchtracking mechanism with Co-Objective Optimization Theory," in Proceedings of the International IEEE-INNS-ENNS Joint Conference on Neural Networks (IJCNN), Orlando, USA, August 2007, pp. 743 - 748.
A. Kaylani**, M. Georgiopoulos, M. Mollaghasemi, G.C. Anagnostopoulos, "M-GFAM:An Elegant Approach to Genetically Optimize Fuzzy ARTMAP Neural Network Architectures," in Proceedings of the 8th International Conference on Natural Computing (ICNC 2007), part of the 10th Joint Conference on Information Sciences (JCIS 2007), July, 2007, pp. 1617-1623.
J. Secretan, M. Lawson, L. Boloni, "Brokering Algorithms for Composing Low Cost Distributed Storage Resources," June, 2007.
D. Smith*, S. Monetti*, J. Reeder**, "Fuzzy ARTMAP," in Proceeding of the International Joint Conference on Neural Networks, Vancouver, Ontario, Canada, May, 2007, pp. 640-712.
A. Koufakou**, E. Ortiz*, M. Georgiopoulos, G. Anagnostopoulos, K. Reynolds, "A Scalable and Efficient Outlier Detection Strategy for Categorical Data," in International Conference on Tools with Artificial Intelligence (ICTAI), Patras, Greece, October 29-31, 2007.
N. Shorter**, T. Kasparis, "3D Reconstruction of Irregular Spaced LIDAR," in Proceedings of the 6th WSEAS International Conference on Systems Theory and Scientific Computation, Elounda, Greece, August 2006.
J. Secretan, M. Georgiopoulos, I. Maidhof, P. Shibly, J. Hecker, "Methods for Parallelizing the Probabilistic Neural Network on a Beowulf Cluster Computer," July, 2006.
M. Zhong**, B. Rosander*, M. Georgiopoulos, G. Anagnostopoulos, M. Mollaghasemi, S. Richie, "Experiments with Safe μARTMAP and Comparisons to Other ART Networks," in Proceedings of the 2006 IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2006), Vancouver, British Columbia, Canada, July, 2006, pp. 720-727.
M. Zhong**, M. Georgiopoulos, G. Anagnostopoulos, M. Mollaghasemi, "Generalized Entropy for Splitting Numerical Attributes in Decision Tree Classifiers," in Proceedings of the 19th International Florida Artificial Intelligence Research Society (FLAIRS) Conference (FLAIRS 2006), Melbourne Beach, Florida, May, 2006, pp. 604-609.
M. Zhong**, D. Coggeshall*, E. Ghaneie*, T. Pope*, M. Rivera*, M. Georgiopoulos, G.C. Anagnostopoulos, M. Mollaghasemi, S. Richie, "Gap-Based Estimation: Choosing the Smoothing Parameters for Probabilistic and General Regression Neural Networks," in Proceedings of the 2006 IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2006, pp. 1870-1877.
O. Kursun**, A. Koufakou**, B. Chen**, M. Georgiopoulos, K. Reynolds, R. Eaglin, "A Dictionary-Based Approach to Fast and Accurate Name Matching in Large Law Enforcement Databases," in IEEE Intelligence and Security Informatics (ISI) Conference, San Diego, California, May 23-24, 2006, pp. 72-82.
J. Secretan*, J. Castro**, M. Georgiopoulos, J. Tapia*, A. Chadha*, B. Huber*, G. Anagnostopoulos, S. Richie, "Parallelizing the Fuzzy ARTMAP Algorithm on a Beowulf Clusters," in Proceedings of the IEEE-INNS- ENNS International Joint Conference on Neural Networks (IJCNN 2005), Montreal, Quebec, July, 2005, pp. 475-480.
K. Carr*, K. Cannava*, R. Pescatore*, M. Georgiopoulos, G.C. Anagnostopoulos, "Fast Stable and on-line training of Fuzzy ARTMAP using a novel, conservative, slow learning strategy," in Artificial Neural Networks in Engineering, St Louis, MI, November, 2004, pp. 63-69.
J. Castro**, M. Georgiopoulos, R. Demara, A. Gonzalez, "A data partitioning approach to speed the Fuzzy ARTMAP algorithm using the Hilbert space-filling curve," Budapest, Hungary, July, 2004, pp. 2367- 2372.
M. Georgiopoulos, J. Castro, E. Gelenbe, R. Demara, A. Gonzalez, M. Kysilka, M. Mallaghasemi, A. Wu, I. Russell, "CRCD Experiences at the University of Central Florida: An NSF Project," in Proceedings of the ASEE 2004 Annual Conference and Exposition, Salt Lake City, UT, June, 2004.
J. Castro**, M. Georgiopoulos, R. Demara, A. Gonzalez, "A Partitioned Fuzzy ARTMAP implementation for fast processing of large databases on sequential machines," Miami Beach, FL, USA, May, 2004.
G.C. Anagnostopoulos, M. Georgiopoulos, "Putting the utility of match tracking in Fuzzy ARTMAP training to the test," Seventh International Conference on Knowledge-Based Intelligent Information and Engineering System, September, 2003, pp. 1-6.
S. Verzi, G. Heileman, M. Georgiopoulos, G.C. Anagnostopoulos, "Universal approximation with Fuzzy ART and Fuzzy ARTMAP," in International Joint Conference on Neural Networks, Portland, OR, July, 2003, pp. 1987- 1992.
G.C. Anagnostopoulos, M. Bharadwaj**, M. Georgiopoulos, S. Verzi, G. Heileman, "Exemplar-based pattern recognition via semi-supervised learning," in International Joint Conference on Neural Networks, Portland, OR, July, 2003, pp. 2782- 2787.
M. Georgiopoulos, I. Russell, J. Castro, A. Wu, M. Kysilka, R. DeMara, A. Gonzalez, E. Gelenbe, M. Mollaghasemi, "A CRCD Experience: Integrating machine learning modules into introductory engineering and science programming courses," in Proceedings of the 2003 American Society for Engineering Education Annual Conference & Exposition, Nashville, TN, June, 2003.
M. Georgiopoulos, J. Castro, A. Wu, R. DeMara, E. Gelenbe, A. Gonzalez, M. Kysilka, M. Mollaghasemi, "CRCD in machine learning at the University of Central Florida preliminary experiences," in Proceedings of the 8th annual conference on Innovation and Technology in Computer Science Education, Thessaloniki, Greece, June, 2003, pp. 249.
G.C. Anagnostopoulos, M. Georgiopoulos, S. Verzi, G. Heileman, "Reducing generalization error and category proliferation in ellipsoid ARTMAP via tunable misclassification error tolerance: Boosted Ellipsoid ARTMAP," in Proceedings of the 2002 International Joint Conference on Neural Networks, Honolulu, HI, May, 2002, pp. 2650-2655.
S. Verzi, G. Heileman, M. Georgiopoulos, G.C. Anagnostopoulos, "Off-line structural risk minimization and BARTMAP-S," in Proceedings of the 2002 International Joint Conference on Neural Networks, Honolulu, HI, May, 2002, pp. 2533-2538.
G.C. Anagnostopoulos, M. Georgiopoulos, "Ellipsoid ART/ARTMAP category regions for the choice-by-difference functions," in Proceedings of SPIE, Vol. 4739, Conference on Applications and Science of Computational Intelligence V, Orlando, FL, April, 2002, pp. 62-73.
G.C. Anagnostopoulos, M. Georgiopoulos, S. Verzi, G. Heileman, "Boosted ellipsoid ARTMAP," in Proceedings of SPIE, Vol. 4739, Conference on Applications and Science of Computational Intelligence V, Orlando, FL, April, 2002, pp. 74-85.
D. Charalampidis, G.C. Anagnostopoulos, M. Georgiopoulos, T. Kasparis, "Fuzzy ART and ARTMAP with adaptive weighted distances," in Proceedings of SPIE, Vol. 4739, Conference on Applications and Science of Computational Intelligence V, Orlando, FL, April, 2002, pp. 86-97.
M. Georgiopoulos, A. Koufakou**, G.C. Anagnostopoulos**, T. Kasparis, "Over-training in Fuzzy ARTMAP: Myth or Reality?," in Proceedings of the International Joint Conference on Neural Networks, Washington, DC, July, 2001, pp. 1186-1190.
S.J. Verzi, G.L. Heileman, M. Georgiopoulos, M.J. Healy, "Rademacher penalization applied to Fuzzy ARTMAP and Boosted ARTMAP," in Proceedings of the International Joint Conference on Neural Networks, Washington, DC, July, 2001, pp. 1191-1196.
A. Henninger, A. Gonzalez, M. Georgiopoulos, R. DeMara, "A connectionist-symbolic approach to modeling agents: Neural networks grouped by contexts," in Proceedings of the CONTEXT-01 Conference, Dundee, Scotland, July, 2001, pp. 198-209.
G.C. Anagnostopoulos**, M. Georgiopoulos, "Ellipsoid ART and ARTMAP for incremental clustering and classification," in Proceedings of the International Joint Conference on Neural Networks, Washington, DC, July, 2001, pp. 1221-1226.
G. Anagnostopoulos, M. Georgiopoulos, "New Geometrical Concepts in Fuzzy-ART and Fuzzy-ARTMAP: Category Regions," in IEEE-INNS International Joint Conference on Neural Networks (IJCNN 2001), Washington DC, USA, July 2001, pp. 32 - 37.
A. Henninger, A. Gonzalez, M. Georgiopoulos, R. DeMara, "The Limitations of Static Performance Metrics for Dynamic Tasks Learned Through Observation," in Proceedings of the Tenth Conference on Computer Generated Forces and Behavioral Representation (CGF-BR’01), Virginia, USA, May 2001, pp. 147 - 154.
M. Georgiopoulos, A. Koufakou, G. Anagnostopoulos, T. Kasparis, "Cross-Validation in Fuzzy ARTMAP Neural Networks for Large Sample Classification Problems," in Proceedings of SPIE; Applications and Science of Computational Intelligence IV, Orlando, April, 2001.
C. Christodoulou, M. Georgiopoulos, "Smart adaptive array antennas for wireless communcations," in Proceedings of SPIE; Conference on Digital Wireless Communication III, Orlando, April 2001, pp. 75 - 83.
G. Anagnostopoulos, M. Georgiopoulos, "New geometrical perspective of fuzzy ART and fuzzy ARTMAP learning," in Proceedings of SPIE; Conference on Applications and Science of Computational Intelligence IV, Orlando, April, 2001, pp. 22 - 32.
G. Anagnostopoulos, M. Georgiopoulos, "Ellipsoid ART and ARTMAP for incremental unsupervised and supervised Learning," in Proceedings of SPIE; Conference on Applications and Science of Computational Intelligence IV, Orlando, April 2001, pp. 293 - 304.
A. Henninger, A. Gonzalez, W. Gerber, M. Georgiopoulos, R. DeMara, "On the Fidelity of SAFs: Can performance data help?," in Proceedings of the 2000 Interservice/Industry Training, Simulation and Education Conference (I/ITSEC-2000), Orlando, December, 2000, pp. 147 - 154.
G. Anagnostopoulos, M. Georgiopoulos, "Hypersphere ART and ARTMAP for Unsupervised and Supervised, Incremental Learning," in Proceedings of the International Joint Conference on Neural Networks (IJCNN), Como, Italy, June, 2000, pp. 59 - 64.
D. Charalampidis, M. Georgiopoulos, T. Kasparis, "Classification of Noisy Signals Using Fuzzy ARTMAP Neural Networks," in Proceedings of the International Joint Conference on Neural Networks (IJCNN), Como, Italy, June 2000, pp. 53 - 58.
A. Henninger, A. Gonzalez, M. Georgiopoulos, R. DeMara, "Modeling Semi-Automated Forces with Neural Networks: Performance Improvement through a Modular Approach," in Proceedings of the 9th Conference on Computer Generated Forces and Behavioral Representation, Orlando, May 2000.
C. Christodoulou, M. Georgiopoulos, A. El Zooghby, "Multiple Source Angle of Arrival Estimation using Neural-Network-based Smart Antennas," in Proceedings SPIE; Conference on Digital Wireless Communications II, Orlando, April 2000, pp. 94-99.
G. Bebis, T. Deaconu, M. Georgiopoulos, "Fingerprint identification using Delaunay triangulation," in IEEE International Conference on Information, Intelligence and Systems, Waltham, MA, USA, November, 1999, pp. 452 - 459.
G. Bebis, S. Uthiram, M. Georgiopoulos, "Genetic Search for Face Detection and Verification," in IEEE International Conference on Information, Intelligence and Systems, Bethesda, MD, USA, November, 1999, pp. 360-367.
A.H. El Zooghby, C.G. Christodoulou, M. Georgiopoulos, "Multiple mobile user tracking with neural network-based adaptive array antennas," in SPIE Conference on Digital Wireless Communications, Orlando, FL, USA, April, 1999, pp. 88-97.
A. Henninger**, W. Gerber**, R. DeMara, M. Georgiopoulos, A. Gonzalez, "Behavior Modeling Framework for Embedded Simulation," in Interservice/Industry Training, Simulation & Education Conference (I/ITSEC 98), Orlando, FL. USA, December, 1998, pp. 655-662.
A.H. El Zooghby, C.G. Christodoulou, M. Georgiopoulos, "Radial basis function neural network algorithm for adaptivebeamforming in cellular communication systems," in IEEE-APS Conference on Antennas and Propagation for Wireless Communications, Waltham, MA, USA, November, 1998, pp. 53-56.
A.H. El Zooghby, C.G. Christodoulou, M. Georgiopoulos, "Multiple sources neural network direction finding with arbitrary separations," in IEEE-APS Conference on Antennas and Propagation for Wireless Communications, Waltham, MA, USA, November, 1998, pp. 57 - 60.
A.H. El Zooghby, C.G. Christodoulou, M. Georgiopoulos, "Adaptive interference cancellation in circular arrays with radialbasis function neural networks," in IEEE Antennas and Propagation Society International Symposium, Atlanta, GA, USA, June, 1998, pp. 203-206.
A.J. Gonzalez, M. Georgiopoulos, R.F. DeMara, A. Henninger, W. Gerber, "Automating the CGF Model Development and Refinement Process by Observing Expert Behavior in a Simulation," in 7th Conference on Computer Generated Forces and Behavioral Representation, Orlando, FL, USA, May, 1998.
I. Dagher, M. Georgiopoulos, G. Heileman, G. Bebis, "Fuzzy ARTVar: An Improved Fuzzy ARTMAP Algorithm," in International Joint Conference on Neural Networks, Anchorage, AK. USA, May, 1998, pp. 1688-1693.
I. Dagher, M. Georgiopoulos, G.L. Heileman, G. Bebis, "Ordered fuzzy ARTMAP: a fuzzy ARTMAP algorithm with a fixed order of pattern presentation," in IEEE International Joint Conference on Neural Networks, Anchorage, AK, USA, May, 1998, pp. 1717-1722.
S.J. Verzi, G.L. Heileman, M. Georgiopoulos, M.J. Healy, "Boosted ARTMAP," in IEEE International Joint Conference on Neural Networks, Anchorage, AK, USA, May, 1998, pp. 396-401.
S.E. Skarman, M. Georgiopoulos, A.J. Gonzalez, "Short-term electrical load forecasting using a fuzzy ARTMAP neural network," in Conference on Applications and Science of Computational Intelligence, Orlando, Fl. USA, April, 1998, pp. 181-191.
A. El Zooghby**, C.G. Christodoulou, M. Georgiopoulos, "Neural Network based beamforming for interference cancellation," in Conference on Applications and Science of Computational Intelligence, Orlando, Fl. USA, April, 1998, pp. 420-429.
D. Charalampidis, T. Kasparis, M. Georgiopoulos, "Texture classification using ART-based neural networks and Fractals," in SPIE Conference on Signal Processing, Sensor Fusion, and Target Recognition VII, Orlando, Fl. USA, April, 1998, pp. 212-222.
A.H. Zooghby, C.G. Christodoulou, M. Georgiopoulos, "A novel approach to adaptive nulling with neural networks," in Southeastcon 98, Orlando, FL, USA, April, 1998, pp. 216-219.
A.J. Gonzalez, R.F. DeMara, M. Georgiopoulos, "Vehicle model generation and optimization for embedded simulation," in Simulation Interoperability Workshop, Orlando, Fl. USA, March, 1998, pp. 206-213.
G. Bebis, M. Georgiopoulos, M. Shah, N. da Vitoria Lobo, "Using Algebraic Functions of Views for Indexing-Based Object Recognition," in International Conference on Computer Vision, Bombay, India, January, 1998, pp. 634-639.

C.G. Christodoulou, A.H. El Zooghby, M. Georgiopoulos, "Neural network processing for adaptive array antennas," in IEEE Antennas and Propagation Society International Symposium, Orlando, FL, July, 1999, pp. 2584-2587.
D. Charalampidis, T. Kasparis, M. Georgiopoulos, J. Rolland, "A Fuzzy ARTMAP based classification of natural textures," in Proceedings of the 18th International Conference of the North American Fuzzy Information Processing Society, New York, NY, June, 1999, pp. 507-511.

A. Al-Daraiseh, A. Kaylani, M. Georgiopoulos, M. Mollaghasemi, A. Wu, G. Anagnostopoulos, "Genetically Engineered ART Architectures," Springer-Verlag, 2007.
A. Al-Daraiseh**, A. Kaylani**, M. Georgiopoulos, M. Mollaghasemi, G.C. Anagnostopoulos, "Genetically Engineered ART Architectures," in Computational Intelligence Based on Lattice Theory, Studies in Computational Intelligence, Vol. 67, V. G. Kaburlasos and G. X. Ritter, Eds., Heidelberg: Springer-Verlag, 2007, pp. 233-262.
A. Koufakou**, N. Weihs*, M. Georgiopoulos, A. Al-Daraiseh**, "Comparisons of Gaussian ARTMAP and Distributed Gaussian ARTMAP Classifiers - The Category Proliferation Problem," in Intelligent Engineering Systems Through Artificial Neural Networks: Smart Engineering Systems Design: Neural Networks, Fuzzy Logic, Evolutionary Programming, Complex Systems and Artificial Life, Vol. 16, C. H. Dagli, A. L. Buczak, D. L. Enke, M. Embrechts, and O. Ersoy, Eds., New York: ASME, 2006, pp. 695-704; also presented at the 2006 Artificial Neural Networks in Engineering (ANNIE), St. Louis, Missouri, November 5-8, 2006.
J. Secretan*, J. Castro**, A. Chadha*, B. Huber*, J. Tapia*, M. Georgiopoulos, G. Anagnostopoulos, S. Richie, "Pipelining of ART Architectures (FAM, EAM, GAM) Without Match Tracking," in Intelligent Engineering Systems Through Artificial Neural Networks: Smart Engineering Systems Design: Neural Networks, Fuzzy Logic, Evolutionary Programming, Complex Systems and Artificial Life, C. H. Dagli, A. L. Buczak, D. L. Enke, M. Embrechts, and O. Ersoy, Eds., Eds., New York: ASME, November, 2005, pp. pp. 61-70; also presented at the 2005 Artificial Neural Networks in Engineering Conference (ANNIE), St. Louis, Missouri, November 7-9, 2005.
M. Zhong**, B. Rosander*, M. Georgiopoulos, G. Anagnostopoulos, M. Mollaghasemi, S. Richie, "Experiments with μARTMAP: Effect of the Network Parameters on the Network Performance," in Intelligent Engineering Systems Through Artificial Neural Networks: Smart Engineering System Design: Neural Networks, Fuzzy Logic, Evolutionary Programming, Complex Systems and Artificial Life, Vol. 15, C. H. Dagli, A. L. Buczak, D. L. Enke, M. Ebrechts, and O. Ersoy, Eds., ASME Press Series, 2005, pp. 51-60; also presented at the Artificial Neural Networks in Engineering Conference (ANNIE 2005), St. Louis, Missouri, November 7-9, 2005.
M. Zhong**, J. Hecker*, I. Maidhof*, P. Shibly*, M. Georgiopoulos, G. Anagnostopoulos, M. Mollaghasemi, S. Richie, "Probabilistic Neural Network: Comparison of the Cross-Validation Approach and a Fast Heuristic to Choose the Smoothing Parameters," in Intelligent Engineering Systems Through Artificial Neural Networks: Smart Engineering Systems Design: Neural Networks, Fuzzy Logic, Evolutionary Programming, Complex Systems and Artificial Life, Vol. 15, C. H. Dagli, A. L. Buczak, D. L. Enke, M. Embrechts, and O. Ersoy, Eds., New York: ASME, 2005, pp. 131-140; also presented at the 2005 Artificial Neural Networks in Engineering Conference (ANNIE), St. Louis, Missouri, November 7-9, 2005.
J. Castro**, J. Secretan*, M. Georgiopoulos, R. Demara, G. Anagnostopoulos, "Pipelining of Fuzzy ARTMAP (FAM) Without Match Tracking," in Intelligent Engineering Systems Through Artificial Neural Networks: Smart Engineering Systems Design: Neural Networks, Fuzzy Logic, Evolutionary Programming, Complex Systems and Artificial Life, C. H. Dagli, A. L. Buczak, D. L. Enke, M. Embrechts, and O. Ersoy, Eds., Eds., New York: ASME, November, 2004, pp. 100-106; also presented at the 2004 Artificial Neural Networks in Engineering Conference (ANNIE), St. Louis, Missouri, November 7-10, 2004.

M. Zhong**, "An Analysis of Misclassification Rates for Decision Trees," Ph.D. dissertation, University of Central Florida, Orlando, FL, 2007.
J.R. Beck*, "Implementation and Experimentation with C4.5 Decision Trees," Honors Thesis, University of Central Florida, Orlando, FL, 2007.
N. Shorter**, "Heuristic 3D Reconstruction of Irregular Spaced LIDAR," M.S. Thesis, University of Central Florida, Orlando, FL, 2006.
S. Lun Hong*, "Experiments with K-Means, Fuzzy C-Means and Approaches to Choose K and C," Honors Thesis, University of Central Florida, Orlando, FL, 2006.
J. Reeder*, "Hilbert Space Filling Curve (HSFC) Nearest Neighbor Classifier," Honors Thesis, University of Central Florida, Orlando, FL, 2005.

*   Undergraduate student
** Graduate student

Authors

Anagnostopoulos, Georgios

Bolles, Drew

Georgiopoulos, Michael

Kaylani, Assem

Koufakou, Anna

Maghami, Mahsa

Ramirez Padron, Ruben

Reeder, John

Secretan, Jimmy

Sentelle, Christopher

Shorter, Nicholas

UCF, ML2

Zhong, Mingyu