publications

Journal Papers
  1. Varun Chandola, Arindam Banerjee, and Vipin Kumar, Anomaly Detection - A Survey, To Appear in ACM Computing Surveys 2008  
  2. Varun Chandola and Vipin Kumar, Summarization - Compressing Data into an Informative Representation, Knowledge And Information Systems (KAIS), 2006, Volume 12, Number 3 / August, 2007
Conference Proceedings
  1. Varun Chandola, Varun Mithal, and Vipin Kumar, A Comparative Evaluation of Anomaly Detection Techniques for Sequence Data, In Proceedings of 2008 IEEE International Conference on Data Mining (ICDM), December 2008,Pisa, Italy.  
  2. Shyam Boriah, Varun Chandola and Vipin Kumar, Similarity Measures for Categorical Data: A Comparative Evaluation, In Proceedings of 2008 SIAM Data Mining Conference, April 2008, Atlanta, GA.  
  3. Jon B. Weissman, Vipin Kumar, Varun Chandola, Eric Eilertson, Levent Ertoz, Gyorgy Simon, Seonho Kim, and Jinoh Kim, DDDAS/ITR: A Data Mining and Exploration Middleware for Grid and Distributed Computing, Proceedings of Workshop on Dynamic Data Driven Application Systems - DDDAS 2007, Beijing, China, 2007.
  4. Varun Chandola and Vipin Kumar, Summarization - Compressing Data into an Informative Representation, Proceedings of 5th International Conference on Data Mining (ICDM) 2005, Houston, TX, TR-2005-037 (Awarded one of the top 3 best student papers at the conference)
Talks and Tutorials
  1. Arindam Banerjee, Varun Chandola, Aleksandar Lazarevic, Vipin Kumar, and Jaideep Srivastava, "Data Mining for Anomaly Detection", Presented at 2008 ECML PKDD Conference, September 2008, Antwerp, Belgium
  2. Arindam Banerjee, Varun Chandola, Aleksandar Lazarevic, Vipin Kumar, and Jaideep Srivastava, "Anomaly Detection: A Tutorial", SIAM Data Mining Conference, April 2008, Atlanta, GA
Book Chapters
  1. Chandola, V., Eilertson, E., Ertoz, L., Simon, G., and Kumar, V., "Data Mining for Cyber Security", Data Warehousing and Data Mining Techniques for Computer Security, editor Anoop Singhal,p. 83--103, Springer, 2006
Technical Reports
  1. Mark Shaneck, Varun Chandola, Haiyang Liu, Changho Choi, Gyorgy Simon, Eric Eilertson, Yongdae Kim, Zhi-li Zhang, Jaideep Srivastava, and Vipin Kumar, A Multi-Step Framework for Detecting Attack Scenarios, CS Technical Report 06-004, 2006, Computer Science Department, University of Minnesota
  2. Varun Chandola, Shyam Boriah, and Vipin Kumar, Understanding Categorical Similarity Measures for Outlier Detection CS Technical Report 08-008, 2008, Computer Science Department, University of Minnesota