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Reserach Research Interests   Knowledge Discovery & Data Mining - Distributed Data Mining - Data Mining in Biomedicine – Bioinformatics – Data Mining & Virtual Reality Systems - Stream Mining - Fractal Theory & Data Analysis - Knowledge Based Patient Record System - Knowledge Extraction from Neural Networks - Visualization of Neural Network Generalizations – Soft Computing - Machine Learning - Distributed Intelligent Systems - Intelligent Agent Architectures - Intelligent Human Computer Interaction.   Recent Funded Research Projects Microsoft Azure Educator Grant Award, Microsoft, PI, (02/01/2016 - 02/01/2017). SOMUT: Semi-automatic Outbreak Monitoring Using Twitter Implementation of Click Fraud Detection System, Hosting.com, PI (10/01/2008 - 12/31/2010). Spatial Acquisition and Measurement of Power Sources (SAMPS), U.S. Army Space and Missile Defense Command (SMDC), Co-PI (09/01/2000 - 12/31/2010). A Real-time Collaborative Click Fraud Detection and Prevention System, Kentucky Commercialization Fund KSTC, PI (03/01/2007 - 02/28/2010). STTR Phase I: Development of Data Mining Techniques to Support Click Fraud Detection and Prevention, NSF, PI (01/01/2007 - 12/31/2007). Kentucky Center for Resilient Information Systems (CRIS), in partnership with University of Kentucky, IBM, and CISCO, US Treasury Department, Co-PI (10/2005 - 09/2007). Hierarchical Web Component Services Based Middleware for Distributed Data Mining, Intramural Research Incentive Grants, Co-PI (09/2005 - 06/2006). Knowledge Discovery in Large VE: A New Approach for Solving Wayfinding Problem, NSF, 09/2003 – 09/2005. Toward Autonomic Distributed Data Mining with Intelligent Web Services, KSEF, 07/2003 – 06/2005. REAL Estate License Renewal: An Extension Phase, KY Real Estate Commission, 08/2003 - 06/2004. REAL Estate License Renewal: An Implementation Phase, KY Real Estate Commission, 08/2002-06/2003. Use of Multiple AI Methodologies to Produce Foundation for an Intelligent Medical System , NASA, 09/2001-09/2002, Phase I. REAL Estate License Renewal: A Preliminary Study, KY Real Estate Commission, CoPI, 03/ 2002 – 06/ 2002. Multimedia Quality of Service in IP over ATM, IKV, Florida, USA, CoPI, 1999-2000. Computer Visualization of Model-Derived Optical Parameters for Infrared Spectroelectrochemical Measurement, Intramural Research Incentive Grant, UofL, PI, 1998-1999. Information Technologies for Disabled People, Humanitarian Organization HOPE '87, Austria & European Union, PI, 1994 - 1995. Computer Schools for Children, Soros Foundation, New York, USA, PI, 1993-1994. Protection of the Groups under Mental Health Risk, International Rescue Committee Inc., New York, USA, PI, 1993 - 1994. Integrated Programming Environment, NBS (current NIST), Washington D.C., USA, CoPI, 1985-1988.             Recent Publications