Maciej A. Mazurowski
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Journals

[1]M. A. Mazurowski, P. A. Habas, J. M. Zurada, J. Y. Lo, J. A. Baker, and G. D. Tourassi, Training Neural Network Classifiers for Medical Decision Making: The Effects of Imbalanced Datasets on Classification Performance, Neural Networks, vol. 21, pp. 427-436, March-April 2008
[2]M. A. Mazurowski, P. A. Habas, J. M. Zurada, and G. D. Tourassi, Decision optimization of case-based computer aided decision systems using genetic algorithms with application to mammography, Physics in Medicine and Biology, vol. 53, pp. 895-908, January 2008
[3]M. A. Mazurowski, J. M. Zurada, and G. D. Tourassi, Selection of examples in case-based computer-aided decision systems, Physics in Medicine and Biology [in press]

Conference proceedings

[4]M. A. Mazurowski, J. M. Zurada and G. D. Tourassi, Reliability Assessment of Ensemble Classifiers: Application in Mammography, International Workshop on Digital Mammography, July 20-23, 2008, Tucson, AZ, USA, Lecture Notes in Computer Science, vol. Vol. 5116/2008, pp. 366-370
[5]J. M. Zurada, I. Aizenberg and M. A. Mazurowski, Learning in networks: complex-valued neurons, pruning, and rule extraction, IEEE Intelligent Systems Conference (IS 2008), September 6-8, 2008, Varna, Bulgaria (invited paper)
[6]J. M. Zurada, J. Wojtusiak, F. Chowdhury, J. E. Gentle, C. J. Jeannot, and M. A. Mazurowski, Computational intelligence virtual community: framework and implementation Issues, International Joint Conference on Neural Networks (IJCNN 2008), June 1-6, 2008, Hong Kong, pp. 3152-3156
[7]M. A. Mazurowski, J. M. Zurada and G. D. Tourassi, Database Decomposition of a Knowledge-Based CAD System in Mammography; an Ensemble Approach to Improve Detection Performance, Proceedings of SPIE, Medical Imaging 2008: Computer-Aided Diagnosis, February 16-21, 2008, San Diego, CA, USA, vol. 6915, 69151K
[8]M. A. Mazurowski, Brian P. Harrawood, J. M. Zurada and G. D. Tourassi, Towards Perceptually Driven Image Retrieval in Mammography: A Pilot Observer Study to Assess Visual Similarity of Masses, Proceedings of SPIE, Medical Imaging 2008: Image Perception, Observer Performance, and Technology Assessment, February 16-21, 2008, San Diego, CA, USA, vol. 6917, 69170I
[9]M. A. Mazurowski, P. A. Habas, J. M. Zurada and G. D. Tourassi, Case-base reduction for a computer assisted breast cancer detection system using genetic algorithms, Proceedings of IEEE Congress on Evolutionary Computation (CEC 2007), September 26-28, 2007, Singapore, pp. 600-605
[10]M. A. Mazurowski and J. M. Zurada, Solving decentralized multi-agent control problems with genetic algorithms, Proceedings of IEEE Congress on Evolutionary Computation (CEC 2007), September 26-28, 2007, Singapore, pp. 1029-1034
[11]M. A. Mazurowski, P. A. Habas, J. M. Zurada and G. D. Tourassi, Impact of low class prevalence on the performance evaluation of neural network based classifiers: experimental study in the context of computer-assisted medical diagnosis, Proceedings of International Joint Conference on Neural Networks (IJCNN 2007), August 12-17, 2007, Orlando, FL, USA, pp. 2005-2009
[12]G. D. Tourassi, J. L. Jesneck, M. A. Mazurowski and P. A. Habas, Stacked generalization in computer-assisted decision systems: empirical comparison of data handling schemes, Proceedings of International Joint Conference on Neural Networks (IJCNN 2007), August 12-17, 2007, Orlando, FL, USA, pp. 1343-1347
[13]M. A. Mazurowski, J. M. Zurada, Solving multi-agent control problems using particle swarm optimization, Proceedings of IEEE Swarm Intelligence Symposium (SIS 2007), April 1-5, 2007, Honolulu, USA, pp. 105-111
[14]M. A. Mazurowski, J. M. Zurada, Emergence of communication in multi-agent systems using reinforcement learning, Proceedings of the 4th IEEE International Conference on Computational Cybernetics (ICCC 2006), August 20-22, 2006, Tallinn, Estonia, pp. 281-286
[15]M. A. Mazurowski, P. M. Szecowka, Limitations of sensitivity analysis for neural networks in cases with dependent inputs, Proceedings of the 4th IEEE International Conference on Computational Cybernetics (ICCC 2006), August 20-22, 2006, Tallinn, Estonia, pp. 299-303
[16]P. M. Szecowka, A. Szczurek, M. A. Mazurowski, B. W. Licznerski and F. Pichler, Neural network sensitivity analysis applied for the reduction of the sensor matrix, Lecture Notes in Computer Science 3643, pp. 27-32, 2005
[17]P. M. Szecowka, A. Szczurek, M. Mazurowski, B. W. Licznerski, Neural network sensitivity analysis approach for gas sensor array optimisation, Proceedings of the Eleventh International Symposium on Olfaction and Electronic Nose (ISOEN 2005), 2005, Barcelona, Spain, pp. 97--100
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Maciej A. Mazurowski, Computational Intelligence Lab, Univ. of Louisville. Phone: +1 502 852 3165