CIS 664 Papers and presentations (Spring 2007)

• R. Agrawal, T. Imielinski, A. Swami: ``Mining Associations between Sets of Items in Massive Databases'', Proc. of the ACM SIGMOD Int'l Conference on Management of Data, Washington D.C., May 1993, 207-216. Postscript. PDF.
  Speaker: Zhuang Wang, 3/14 (ppt)
  

• H. Toivonen, ``Sampling Large Databases for Association Rules'', VLDB 1996, pp. 134-145. Postscript.
  Speaker: Jingting Zeng, 3/14 (ppt)
  

• G. Cooper and E. Herskovits, ``A Bayesian Method for the Induction of Probabilistic Networks from Data'', Machine Learning 9 (1992) pp. 309-347 . Zip.
  Speaker: Uros Midic, 3/21 (ppt)
  

• J. Gehrke, V. Ganti, R. Ramakrishnan, and W.-Y. Loh, ``BOAT --- Optimistic Decision-Tree Construction,'' 1999 SIGMOD pp. 169-180. Postscript.
  Speaker: Thomas Young, 3/21 (ppt)
  

• R. Agrawal, S. Ghosh, T. Imielinski, B. Iyer, A. Swami: ``An Interval Classifier for Database Mining Applications'', in Proceeding of the VLDB Conference, Vancouver, BC, Canada, 1992, pp.560-573. Postscript. PDF.
  Speaker: Vladan Radosavljevic, 3/21 (ppt)
  

• M. Mehta, R. Agrawal and J. Rissanen, "SLIQ: A Fast Scalable Classifier for Data Mining", in Proceedings of the 5th International Conference on Extending Database Technology, Avignon, France, Mar. 1996. Postscript.
  Speaker: Vladan Radosavljevic, 3/21 (ppt)
  

• "When is 'Nearest Neighbor' meaningful?", K. S. Beyer, J. Goldstein, R. Ramakrishnan, and U. Shaft, ICDT 1999, pp. 217--235. PDF.
  Speaker: Vuk Malbasa, 3/28 (ppt)
  

• S. Guha, R. Rastogi, and K. Shim, ``CURE: An Efficient Clustering Algorithm for Large Databases'', SIGMOD 1998. PDF;
  Speaker: Vuk Malbasa 3/28 (ppt)
  

• S. Basu, M. Bilenko, R. Mooney, "A Probabilistic Framework for Semi-Supervised Clustering", Proceedings of the 10th ACM SIGKDD 2004, pp. 59-68, Seattle, WA, Aug. 2004. PDF.
  Speaker: Jingting Zeng, 3/28 (ppt)
  

• Christos Faloutsos, M. Ranganathan and Yannis Manolopoulos, ``Fast subsequence matching in time-series databases'', SIGMOD, 1994, pp. 419-429. Postscript.
  Speaker: Rui Li, 3/28 (ppt)
  

• V. Megalooikonomou, Q. Wang, G. Li, C. Faloutsos, " A Multiresolution Symbolic Representation of Time Series", Proceedings of the 21st IEEE International Conference on Data Engineering (ICDE05), Tokyo, Japan, April 5-8, 2005, pp. 668-679.
  Speaker: Rui Li, 4/4 (ppt)
  

• L. J. Latecki, V. Megalooikonomou, Q. Wang, R. Lakaemper, C. A. Ratanamahatana, and E. Keogh, " Elastic Partial Matching of Time Series", Proceedings of the 9th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'05), Porto, Portugal, Lecture Notes in Computer Science, Vol. 3721, pp. 577-584, 2005.
  Speaker: Thomas Young, 4/4 (ppt)
  

• Data-streams and histograms, Sudipto Guha, Nick Koudas and Kyuseok Shim, ACM Symposium on Theory of Computing, pages 471-475, 2001. PDF.
  Speaker: Erick Miranda, 4/4 (ppt)
  

• S. Brin, ``Extracting Patterns and Relations from the World-Wide Web'', Postscript.
  Speaker: Zhuang Wang, 4/4 (ppt)
  

• S. Brin and L. Page, ``The Anatomy of a Large-Scale Hypertextual Web Search Engine'', WWW7/Computer Networks (1-7), 1998, pp. 107-117. Postscript.
  Speaker: Li An, 4/11 (ppt)
  

• A. Bhattacharya, V. Ljosa, J.-Y. Pan, M. Verardo, H. Yang, C. Faloutsos and A. Singh, ViVo: Visual Vocabulary Construction for Mining Biomedical Images ICDM, Houston, TX, U.S.A., November 27-30, 2005. PDF.
  Speaker: Li An, 4/11 (ppt)
  

• Shivnath Babu, Minos Garofalakis, Rajeev Rastogi, "SPARTAN: A Model-Based Semantic Compression System for Massive Data Tables", ACM SIGMOD, May 2001, Santa Barbara, CA, pp. 283-295. pdf
  Speaker: Uros Midic, 4/11 (ppt)
  

• J. Leskovec, J. Kleinberg and C. Faloutsos, " Graphs over Time: Densification Laws, Shrinking Diameters and Possible Explanations", KDD 2005, Chicago, IL. PDF.
  Speaker: Erick Miranda, 4/11 (ppt)
  

• S. Papadimitriou, A. Gionis, P. Tsaparas, R.A. Vaisanen, H. Mannila, C. Faloutsos, "Parameter-Free Spatial Data Mining Using MDL", ICDM, Houston, TX, U.S.A., November 27-30, 2005. PDF.
  Speaker: Michael Barnathan, 4/18 (ppt)
  

• C. Faloutsos and V. Megalooikonomou, " On Data Mining, Compression, and Kolmogorov Complexity," Data Mining and Knowledge Discovery , Tenth Anniversary Issue, 2007.
  Speaker: Michael Barnathan, 4/18 (ppt)