Publications

• Singh, M. and Kalagnanam, J. (2008). “Using Data Mining for Automated Spend Aggregation for Procurement Business Transformation Outsourcing”. To appear in Data mining for Business Applications (Eds.) C. Soares and R. Ghani. IOS Press.

• Singh, M. and Kalagnanam, J. (2008). “IT Advances in Industrial Procurement: Automating Data Cleansing for Enterprise Spend Aggregation. To appear in Handbooks in Information Systems: Business Computing (Eds.) A. Gupta and G. Adomavicius. Emerald Publishing Group.

• Hu, J., Singh, M. and Mojsilovic, A. (2008). "Using data mining for accurate resource and skill demand forecasting in services engagements". 14th ACM SIGKDD Conference on Knowledge Discovery and Data Mining – Workshop on Data Mining for Business Applications. Aug 24-27. Las Vegas, NV, USA.

• Hu, J., Singh, M. and Mojsilovic, A. (2008). “Categorization using Semi-Supervised Clustering”. 19th International Conference on Pattern Recognition. Dec. 8-11. Tampa, FL, USA.

• Kashima, H., Hu, J., Ray, B. and Singh, M. (2008). “K-means clustering of proportional data using L1 distance”. 19th International Conference on Pattern Recognition. Dec. 8-11. Tampa, FL, USA.

• Hu, J., Ray, B. K. and Singh, M. (2007). “Statistical Methods for Automated Generation of Services Engagement Staffing Plans”. IBM Journal of Research and Development 51 (3/4), May/July, 281-293.

• Singh, M. and Kalagnanam, J. (2006). “Using Data Mining in Procurement Business Transformation Outsourcing”. 12th ACM SIGKDD Conference on Knowledge Discovery and Data Mining – Workshop on Data Mining for Business Applications, 80-86.

• Singh, M., Kalagnanam, J., Verma, S., Shah, A. and Chalasani, S. (2005). “Automated Cleansing for Spend Analytics”. CIKM '05 - ACM 14th Conference on Information and Knowledge Management.

• Kalagnanam, J., Singh, M., Verma, S., Patek, M., and Wong, Y. W. (2004). “A System for Automated Mapping of Bill-of-Materials Part Numbers”. 10th ACM SIGKDD
International Conference on Knowledge Discovery and Data Mining, 805-810.

• Guttman, R., Kalagnanam, J., Mohan, R. and Singh, M. (2005). “Strategic Sourcing and Procurement”. In Supply Chain Management on Demand (Eds) Chae An and H. Fromm. 117-142. Springer.

• Duri, S., Elliott, J., Gruteser, M., Liu, X., Moskowitz, P., Perez, R., Singh, M., and Tang, J. (2004). “Data Protection and Data Sharing in Telematics”. MONET-ACM Mobile Networks and Applications Journal 9(6): 693-701.

• Morgenstern, L., Mueller, E., Riecken, D., Singh, M., and Gong, L. (2004). “Enhanced Semantic Networks: Hybrid Knowledge Structures for Reasoning”. IBM Research Report No.RC23436. Nov.

• Bohrer, K., Liu, X., McLaughlin, S., Schonberg, E., and Singh, M . (2003). “Object Oriented XML Query by Example”. In
Conceptual Modeling for Novel Application Domains, Springer. 323-329.

• McCarthy, J., Minsky, M., Sloman, A., Gong, L., Lau, T., Morgenstern, L., Mueller, E.T., Riecken, D., Singh, M., and Singh, P. (2002). “An Architecture of Diversity for Commonsense Reasoning”. IBM Systems Journal, 41(3), 530-539.

• Duri, S., Gruteser, M., Liu, X., Moskowitz, P., Perez, R., Singh, M. And Tang, J. (2002). “Framework for Security and Privacy in Automotive Telematics”. The 2nd ACM International Workshop on Mobile Commerce, 25-32, Sept 23-28, Atlanta, GA.

• Bohrer, K., Kesdogan, D., Liu, X., Schonberg, E., Singh, M. and Spraragen, S. (2001). “Personal Information Management and Distribution”. Proceedings of the 4th International Conference on Electronic Commerce Research , Nov 8-11, Dallas, TX.

• Bohrer, K., Kesdogan, D., Liu, Podlaseck, M., X., Schonberg, E., Singh, M. and Spraragen, S. (2001). “How to go Shopping on the World Wide Web without having your Privacy Violated”. Proceedings of the 4th International Conference on Electronic Commerce Research, Nov 8-11, Dallas, TX.

• Bohrer, K., Kesdogan, D., Liu, X., Schonberg, E. and Singh, M. (2001) “MyPrivacy: an Architecture for User-Controlled Privacy”. 11th IBM Security Interdivisional Technical Symposium, June 18-22, Yoktown Heights, NY.

• Singley, M., Singh, M., Fairweather, P., Farrell, R. and Swerling, S. (2000). “Algebra Jam: Supporting Teamwork and Management Roles in a Collaborative Learning Environment”. Proceedings of the ACM 2000 Conference on Computer Supported Cooperative Work (CSCW), 145-154, December 2000, Philadelphia.

• Singh, M. (1997). “Learning Bayesian Networks from Incomplete Data”. Proceedings of the 14th National Conference on Artificial Intelligence (AAAI'97), 534-539, July 27-31, Providence, RI.

• Morgenstern, L. and Singh, M. (1997). “An Expert System using Nonmonotonic Techniques for Benefits Inquiry in the Insurance Industry”. Proceedings of the 15th International Joint Conference on Artificial Intelligence (IJCAI'97), 655-661, August 23-29, Nagoya, Japan.

• Singh, M. (1996). “Path Consistency Revisited”. International Journal on Artificial Intelligence Tools, 5, 127-141.

• Provan, G. and Singh, M. (1996). “Learning Bayesian Networks using Feature Selection”. Lecture Notes in Statistics (ed. Fisher, D. and Lenz, H.), 112, 291-300. Springer Verlag, New York.

• Singh, M. and Provan, G. (1996). “Efficient Learning of Selective Bayesian Network Classifiers”. Proceedings of the 13th International Conference on Machine Learning, 453-461, July 3-6, Bari, Italy.

• Ezawa, K., Singh, M. and Norton, S. (1996). “Learning Goal-Oriented Bayesian Networks for Telecommunications Risk Management”. Proceedings of the 13th International Conference on Machine Learning, 139-147, July 3-6, Bari, Italy.

• Singh, M. (1996). “Dynamic, Constraint-based Planning in Trauma Management”. Proceedings of the 13th National Conference on Artificial Intelligence (AAAI '96), 1408, August 4-8, Portland, Oregon.

• Singh, M. (1996). “Induction of Selective Bayesian Networks from Data”. Proceedings of the 13th National Conference on Artificial Intelligence (AAAI '96), 1371, August 4-8, Portland, Oregon.

• Provan, G. and Singh, M. (1996). “Data Mining and Model Simplicity: A Case Study in Diagnosis”. Proceedings of the 2nd International Conference on Knowledge Discovery and Data Mining (KDD'96), 57-62, August 3-5, Portland, Oregon.

• Singh, M. and Valtorta, M. (1995). “Construction of Bayesian Network Structures from Data: a Brief Survey and an Efficient Algorithm”. International Journal of Approximate Reasoning, 12, 111-131.

• Singh, M. and Provan, G. (1995). “A Comparison of Induction Algorithms for Selective and non-Selective Bayesian Classifiers”. Proceedings of the 12th International Conference on Machine Learning, 497-505, July 9-12.

• Singh, M. (1995). “Path Consistency Revisited”. Proceedings of the 7th IEEE International Conference on Tools with Artificial Intelligence, 318-325, November 5-8.

• Provan, G. and Singh, M. (1995). “Learning Bayesian Networks using Feature Selection”. Proceedings of the 5th International Workshop on Artificial Intelligence and Statistics, 450-456, January 4-7.

• Singh, M. and Valtorta, M. (1993). “An Algorithm for the Construction of Bayesian Network Structures from Data”. Proceedings of the 9th Conference on Uncertainty in Artificial Intelligence, 259-265, July 9-11 (Outstanding Student Paper).


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