CIS 595 Papers and presentations (Fall 2000)

• V. Megalooikonomou, C. Davatzikos, and E. H. Herskovits, ``Mining Lesion-Deficit Associations in a Brain Image Database.'' ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 347 - 351, 1999. Postscript.
  Speaker: Vasilis Megalooikonomou (9/12)
  

• V. Megalooikonomou, C. Davatzikos, and E. H. Herskovits, ``A Simulator for Evaluating Methods for the Detection of Lesion-Deficit Associations.'' Human Brain Mapping, Vol. 10, No. 2, pp. 61 - 73, 2000. Postscript.
  Speaker: Vasilis Megalooikonomou (9/19)
  

• Christos Faloutsos, M. Ranganathan and Yannis Manolopoulos, ``Fast subsequence matching in time-series databases,'' SIGMOD, 1994, pp. 419-429. Postscript.
  Speaker: Vasilis Megalooikonomou (9/26)
  

• Euripides G.M. Petrakis and Christos Faloutsos, ``Similarity Searching in Medical Image DataBases.'' IEEE Trans. on Knowledge and Data Engineering , 9, 3, May/June 1997, pp. 435-447. Postscript
  Speaker: Predrag Radivojac (10/3) (Word file)
  

• Christos Faloutsos and King-Ip (David) Lin, ``FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets,'' ACM SIGMOD, May 1995, San Jose, CA, pp. 163-174. Postscript
  Speaker: Predrag Radivojac (10/3) (Word file)
  

• S. Brin, ``Extracting Patterns and Relations from the World-Wide Web.'' Postscript.
  Speaker: Qian Liu (10/10) (powerpoint presentation)
  

• 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: Qian Liu (10/10) (powerpoint presentation)
  

• D. Heckerman, ``A tutorial on learning with Bayesian networks'', Technical Report MSR-TR-95-06, Microsoft Research, March, 1995 (revised November, 1996). Postscript, pdf.
  Speaker: Haimonti Dutta (10/17) (powerpoint presentation)
  

• D. Heckerman, ``A Bayesian approach to learning causal networks'', Technical Report MSR-TR-95-04, Microsoft Research, March, 1995. Postscript, pdf.
  Speaker: Haimonti Dutta (10/17) (powerpoint presentation)
  

• Z. Obradovic, ``Commoness, complexity, function and flavors of intrinsic protein disorder'', Center for Information Science and Technology, Temple University (invited talk). Postscript.
  Speaker: Prof. Zoran Obradovic (10/24)
  

• G. Cooper and E. Herskovits, ``A Bayesian Method for the Induction of Probabilistic Networks from Data'', Machine Learning 9 (1992) pp. 309-347
  Speaker: Vasileios Megalooikonomou (10/31)
  

• M.L. Wang, W. Lam, K.S. Leung, and J.C.Y. Cheng, ``Discovering Knowledge from Medical Databases''
  Speaker: Vasileios Megalooikonomou (10/31)
  

• S. Brin and L. Page, ``Dynamic Data Mining.'' Postscript.
  Speaker: Yexing Yang (11/7)
  

• H. Toivonen, ``Sampling Large Databases for Association Rules,'' VLDB 1996, pp. 134-145. Postscript.
  Speaker: Yexing Yang(11/7)
  

• Flip Korn, Alexandros Labrinidis, Yannis Kotidis, and Christos Faloutsos, ``Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining'', VLDB 1998. Postscript.
  Speaker: Vasilis Megalooikonomou (11/14)
  

• S. Guha, R. Rastogi, and K. Shim, ``CURE: An Efficient Clustering Algorithm for Large Databases,'' SIGMOD 1998. PDF;
  Speaker: Xiaoying Ye (11/28)
  

• P. Bradley, U. Fayyad, and C. Reina, ``Scaling Clustering Algorithms to Large Databases,'' 1998 KDD. Postscript.
  Speaker: Xiaoying Ye (11/28)
  

• H. Mannila, H. Toivonen, and A. I. Verkamo, ``Discovering Frequent Episodes in Sequences.'' First International Conference on Knowledge Discovery and Data Mining, pp. 210 - 215, AAAI Press, 1995. Postscript.
  Speaker: Yan Bu (12/5)
  

• Venkatesh Ganti, Raghu Ramakrishnan, Johannes Gehrke, Allison L. Powell, and James C. French:, ``Clustering Large Datasets in Arbitrary Metric Spaces,'' ICDE, pp. 502--511, 1999. PDF.
  Speaker: Yan Bu (12/5)
  

• "Introduction to Decision Trees"
  Speaker: Tom Mahoney (12/12)
  (powerpoint presentation)
  

• J. Gehrke, V. Ganti, R. Ramakrishnan, and W.-Y. Loh, ``BOAT --- Optimistic Decision-Tree Construction,'' 1999 SIGMOD pp. 169-180. Postscript.
  Speaker: Prashanth Saka (12/12)
  (powerpoint presentation)
  

• A. Gionis, P. Indyk, and R. Motwani, ``Similarity search in high dimensions via hashing,'' VLDB, 1999. Postscript.
  Speaker: Prashanth Saka (12/12)
  (powerpoint presentation)
  

• J. Kleinberg, ``Authoritative sources in a hyperlinked environment,'' J. ACM Sept., 1999, pp. 604-632. PDF.
  Speaker: TBA
  

• D. Tsur et al., ``Query Flocks: A Generalization of Association-Rule Mining,'' 1998 SIGMOD. Postscript.
  Speaker: TBA
  

• E. Cohen et al., ``Finding Interesting Associations without Support Pruning,'' ICDE 2000. Postscript.
  Speaker: TBA
  

• M. Fang, N. Shivakumar, H. Garcia-Molina, R. Motwani, and J. Ullman, ``Computing Iceberg Queries Efficiently,'' 1998 VLDB. Postscript.
  Speaker: TBA
  

• J. S. Park, M.-S. Chen, and P. S. Yu, ``An Effective Hash-Based Algorithm for Mining Association Rules,'' 1995 SIGMOD, pp. 175--186. PDF
  Speaker: TBA
  

• 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: TBA
  

• R. Agrawal, R. Srikant: ``Fast Algorithms for Mining Association Rules'', Proc. of the 20th Int'l Conference on Very Large Databases, Santiago, Chile, Sept. 1994. Postscript . PDF.
  Speaker: TBA
  

• R. Agrawal, S. Ghosh, T. Imielinski, B. Iyer, A. Swami: ``An Interval Classifier for Database Mining Applications,'' 1992 VLDB. Postscript. PDF.
  Speaker: TBA
  

• Kevin S. Beyer, Jonathan Goldstein, Raghu Ramakrishnan, and Uri Shaft, ``When Is `Nearest Neighbor' Meaningful?,'' ICDE, pp. 217-235, 1999. PDF; Postscript.
  Speaker: TBA