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Patents & Publications
6,044,366 Use of the UNPIVOT relational operator in the efficient gathering of sufficient statistics for data mining
Abstract The invention concerns a method and apparatus for generating a tabulation of counts of occurrences of value combinations of a set of attributes
6,012,058 Scalable system for K-means clustering of large databases
Abstract In one exemplary embodiment the invention provides a data mining system for use in evaluating data in a database. Before the data evaulation
Communications of the ACM special issue on Data Mining – Guest co-Editor and author
“Cataloging and mining massive databases for science data analysis” U. Fayyad and P. Smyth, Journal of Computational Graphics and Statistics, Vol. 8, No. 3, pp. 589-610, September (1999).
Abstract With hardware advances in sensors, scientific instruments, and data storage techniques has come the inevitable flood of data that threatens to render traditional
“Mathematical Programming for Data Mining: Formulations and Challenges” P.S. Bradley, U.M. Fayyad, and O.L. Mangasarian,. INFORMS Journal on Computing, Vol.11, Issue 3, pp. 217-238, August (1999).
“Compressed Data Cubes for OLAP Aggregate Query Approximation on Continuous Dimensions” Jayavel Shanmugasundaram, Usama Fayyad, P. S. Bradely. KDD 1999, Pro. of the Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 223-232, ACM Press, San Diego, CA, August (1999).
Proceedings of the 5th International Conference on Knowledge Discovery and Data Mining (KDD-96), S.Chadhuri, D. Madigan, U.M. Fayyad, and K. Shim (Eds.) ACM Press, (1999). ISBN-1-58113-143-7
“Density-Based Indexing for Approximate Nearest-Neighbor Queries” Kristin P. Bennett, Usama Fayyad, Dan Geiger. KDD 1999, Pro. of the Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 233-243, ACM Press, San Diego, CA, August (1999).
A Survey of Methods for Scaling Up Inductive Algorithms
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