Books

ˇ        Kumar, V., Srivastava, J., Lazarevic, A. (Editors): "Managing Cyber Threats: Issues, Approaches and Challenges", to be published by Kluwer Academic Publishers in spring 2004.

 

Book chapters

ˇ        Lazarevic, A., Kanapady, R., Kamath, C., Tamma, K., Kumar, V.:" Damage Detection Employing Novel Data Mining Techniques" book "New Generation of Data Mining Applications", to be published in January 2004.

ˇ        Ertoz, L., Eilertson, E., Lazarevic, A.,  Tan, P., Srivastava, J., Kumar, V., Dokas, P.: The MINDS - Minnesota Intrusion Detection System, book "Next Generation Data Mining", to be published in January 2004.

ˇ        Lazarevic, A., Srivastava, J., Kumar, V: "A Survey of Intrusion Detection techniques", book "Managing Cyber Threats: Issues, Approaches and Challenges", to be published by Kluwer in spring 2004.

 

Journal papers

ˇ        Pokrajac, D., Megalooikonomou, V., Lazarevic, A., Kontos, D., Obradovic, Z., "Classification of 3D Medical Images based on Spatial Distribution Estimation", submitted to Artificial Intelligence in Medicine.

ˇ        Lazarevic, A. and Obradovic, Z.:  "Boosting Algorithms for Parallel and Distributed Learning", Distributed and Parallel Databases Journal, Special Issue on Parallel and Distributed Data Mining, Vol. 11, No. 2, pp. 203-229, 2002.

ˇ        Lazarevic, A. and Obradovic, Z.: (in press) "Adaptive Boosting Techniques in Heterogeneous and Spatial Databases", Intelligent Data Analysis, Vol. 5, pp. 1-24, 2001. 

ˇ        Lazarevic, A. and Obradovic, Z.: (in press) "Knowledge Discovery in Multiple Spatial Databases", Journal of Neural Computing and Applications.

ˇ        Pokrajac, D., Lazarevic, A. and Obradovic, Z.: "Exploration-Exploitation Trade-off in Machine Learning", Facta Universitatis, Series: Electronics and Energetics, Vol. 14, No. 1, pp. 67-90, April 2001.

 

 

Conference papers

ˇ        Lazarevic, A., Kanapady, R., Kamath, C., Tamma, K., Kumar, V.: "Localized Prediction of Multiple Target Variables Using Hierarchical Clustering", Proc. IEEE International Conference on Data Mining, Melbourne, FL, November 2003.

ˇ        Ertöz, L., Eilertson, E., Lazarevic, A., Tan, P. Dokas, P., Kumar, V., Srivastava, J., "Detection of Novel Network Attacks Using Data Mining", Workshop on Data Mining for Computer Security, to be held in conjuction with IEEE International Conference on Data Mining, Melbourne, FL, November 19, 2003.

ˇ        Chawla, N., Lazarevic, A., Hall, L., Bowyer, K., SMOTEBoost: Improving the Prediction of Minority Class in Boosting, Proc. Principles of Knowledge Discovery in Databases (PKDD), Cavtat, Croatia, September 2003.

ˇ        Lazarevic, A., Ertoz, L., Ozgur, A., Srivastava, J., Kumar, V.: "Evaluation of Outlier Detection Schemes for Detecting Network Intrusions", Proc. Third SIAM International Conference on Data Mining, San Francisco, CA, May 2003.

ˇ        Lazarevic, A., Ertoz, L., Eilertson, E, Srivastava, J., Kumar, V.: "Protecting Against Cyber Threats in Network Centric Systems", Proc. SPIE 17th Annual Symposium on AeroSense, Orlando, FL, April 2003.

ˇ        Lazarevic, A., Kanapady, R., Tamma, K., Kamath, C., Kumar, V.: "Damage Prediction in Structural Mechanics using Hierarchical Localized Clustering-based Approach", Data Mining and Knowledge Discovery: Theory, Tools, and Technology, Proc. SPIE 17th Annual Symposium on AeroSense, Orlando, April 2003.

ˇ        Lazarevic, A., Srivastava, J., Kumar, V.: "Cyber Threat Analysis - A Key Enabling Technology for the Objective Force (A Case Study in Network Intrusion Detection)", 23rd Army Science Conference, Orlando, FL, December, 2002.

ˇ        Dokas, P., Ertoz, L., Kumar, V., Lazarevic, A., Srivastava, J., Tan, P.: "Data Mining for Network Intrusion Detection", Proc. NSF Workshop on Next Generation Data Mining, Baltimore, MD, November 2002.

ˇ        Pokrajac, D., Lazarevic, A., Megalooikonomou, V., Obradovic, Z.: "Effective Classification of 3-D Image Data Using Partitioning Methods", Proc. SPIE Conference on Visualization and Data Analysis, San Jose, CA, January 2002.

ˇ        Hoskinson, R., Pokrajac, D., Obradovic, Z., Lazarevic, A.: "The Unpredictability of Soil Fertility across Space and Time", Proc. 6th International Conference on Precision Agriculture and other Precision Resources Management, Minneapolis, MN, 2002.

ˇ        Pokrajac, D., Hoskinson, R., Lazarevic, A., Obradovic, Z.: "Spatial-Temporal Techniques for Prediction and Compression of Soil Fertility Data", Proc. 6th International Conference on Precision Agriculture and other Precision Resources Management, Minneapolis, MN, 2002.

ˇ        Lazarevic, A., Obradovic, Z.: (in press) "Data Reduction using Multiple Models Integration," Proc. 5th European Conference on Principles and Practice of Knowledge Discovery in Databases, Freiburg, Germany, September 2001.

ˇ        Lazarevic, A., Obradovic, Z.: "The Distributed Boosting Algorithm," Proc. ACM-SIGKDD International Conference on Knowledge Discovery and Data Mining, San Francisco, pp. 311-316, August, 2001.

ˇ        Lazarevic, A., Obradovic, Z.: "The Effective Pruning of Neural Network Ensembles," Proc. IEEE/INNS International Conference on Neural Neural Networks, Washington, D.C., pp. 796 - 801, July 2001.

ˇ        Lazarevic, A., Pokrajac, D., Megalooikonomou, V., Obradovic, Z.: "Distinguishing Among 3-D Distributions for Brain Image Data Classification," Proc. 4th International Conference on Neural Networks and Expert Systems in Medicine & Healthcare, Milos Island, Greece, June 2001.

ˇ        Pokrajac, D., Lazarevic, A., Megalooikonomou, V., Obradovic, Z.: "Classification of Brain Image Data Using Measures of Distributional Distance," Proc. 7th Annual Meeting of the Organization for Human Brain Mapping, London, June 2001.

ˇ        Lazarevic, A., Obradovic, Z.: (in press) "Boosting Localized Classifiers in Heterogeneous Databases," Proc. First SIAM International Conference on Data Mining, Chicago, April 2001.

ˇ        Lazarevic, A., Pokrajac, D., Obradovic, Z.: "An E-commerce System for Mining Distributed Spatial Databases", Proc. IEEE International Conference on Advances in Infrastructure for Electronic Business, Science, and Education on the Internet, SSGRR (Scuola Superiore Guglielmo Reiss Romoli), l`Aquila, Italy, August 2000.

ˇ        Lazarevic, A., Pokrajac, D., and Obradovic, Z.: "Distributed Clustering and Local regression for Knowledge Discovery in Multiple Spatial Databases," Proc. 8th European Symposium on Artificial Neural Networks, Bruges, Belgium, pp. 129-134, April 2000.

ˇ        Lazarevic, A. Fiez, T. and Obradovic, Z.:  "Adaptive Boosting for Spatial Functions with Unstable Driving Attributes," Proc. Pacific-Asia Conference on Knowledge Discovery and Data Mining, Kyoto, Japan, pp. 329-341, April 2000.

ˇ        Lazarevic, A., Fiez, T. and Obradovic, Z.:  "A Software Tool for Spatial Data Analysis and Modeling," Proc. Data Mining Minitrack at the IEEE Hawaii Int'l Conference on System Sciences, IEEE Computer Society Press, January 2000.

ˇ        Pokrajac, D., Lazarevic, A., Vucetic, S., Fiez T. and Obradovic Z.: "Image Processing in Precision Agriculture," Proc. IEEE Int'l Conf. On Telecommunications in Modern Satellite, Cable and Broadcasting Services, Nis, Yugoslavia, October 1999.

ˇ        Lazarevic, A., Xu, X., Fiez, T. and Obradovic, Z.: "Clustering-Regression-Ordering Steps for Knowledge Discovery in Spatial Databases," Proc. IEEE/INNS Int'l Conf. on Neural Neural Networks, Washington, D.C., July 1999.