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Usama M. Fayyad

Papers on DiSC'04


Summary from the KDD-03 Panel -- Data Mining: The Next 10 Years

Editorial

Publications


Note: Links lead to the DBLP on the Web.

Usama M. Fayyad

Usama M. Fayyad: Data Mining Grand Challenges. PAKDD 2004 : 2

Usama M. Fayyad, Heikki Mannila , Raghu Ramakrishnan : Editorial. Data Min. Knowl. Discov. 8 (1): 5-6 (2004)

Usama M. Fayyad, Ramasamy Uthurusamy : Evolving data into mining solutions for insights. Commun. ACM 45 (8): 28-31 (2002)

Usama M. Fayyad, Georges G. Grinstein , Andreas Wierser : Information Visualization in Data Mining and Knowledge Discovery Morgan Kaufmann 2001

Amir Netz , Surajit Chaudhuri , Usama M. Fayyad, Jeff Bernhardt : Integrating Data Mining with SQL Databases: OLE DB for Data Mining. ICDE 2001 : 379-387

Cheng Yang , Usama M. Fayyad, Paul S. Bradley : Efficient discovery of error-tolerant frequent itemsets in high dimensions. KDD 2001 : 194-203

Usama M. Fayyad, Neal Rothleder , Paul S. Bradley : E-business enterprise data mining. KDD Tutorials 2001

Usama M. Fayyad: The digital physics of data mining. Commun. ACM 44 (3): 62-65 (2001)

Usama M. Fayyad, Georges G. Grinstein , Andreas Wierse : Information Visualization in Data Mining and Knowledge Discovery Morgan Kaufmann 2000

Paul S. Bradley , Cory Reina , Usama M. Fayyad: Clustering Very Large Databases Using EM Mixture Models. ICPR 2000 : 2076-2080

Amir Netz , Surajit Chaudhuri , Jeff Bernhardt , Usama M. Fayyad: Integration of Data Mining with Database Technology. VLDB 2000 : 719-722

Surajit Chaudhuri , David Madigan , Usama M. Fayyad: KDD-99: The Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. SIGKDD Explorations 1 (2): 49-51 (2000)

Usama M. Fayyad: Editorial. SIGKDD Explorations 1 (2): i-ii (2000)

Paul S. Bradley , Sunita Sarawagi , Usama M. Fayyad: Editorial. SIGKDD Explorations 2 (1): (2000)

Paul S. Bradley , Usama M. Fayyad, Sunita Sarawagi , Kyuseok Shim : Editorial. SIGKDD Explorations 2 (2): (2000)

Surajit Chaudhuri , Usama M. Fayyad, Jeff Bernhardt : Scalable Classification over SQL Databases. ICDE 1999 : 470-479

Jayavel Shanmugasundaram , Usama M. Fayyad, Paul S. Bradley : Compressed Data Cubes for OLAP Aggregate Query Approximation on Continuous Dimensions. KDD 1999 : 223-232

Kristin P. Bennett , Usama M. Fayyad, Dan Geiger : Density-Based Indexing for Approximate Nearest-Neighbor Queries. KDD 1999 : 233-243

Usama M. Fayyad: Editorial. SIGKDD Explorations 1 (1): 1-3 (1999)

Paul S. Bradley , Usama M. Fayyad: Refining Initial Points for K-Means Clustering. ICML 1998 : 91-99

Usama M. Fayyad, Cory Reina , Paul S. Bradley : Initialization of Iterative Refinement Clustering Algorithms. KDD 1998 : 194-198

Goetz Graefe , Usama M. Fayyad, Surajit Chaudhuri : On the Efficient Gathering of Sufficient Statistics for Classification from Large SQL Databases. KDD 1998 : 204-208

Paul S. Bradley , Usama M. Fayyad, Cory Reina : Scaling Clustering Algorithms to Large Databases. KDD 1998 : 9-15

Usama M. Fayyad: Editorial. Data Min. Knowl. Discov. 2 (1): 5-7 (1998)

Usama M. Fayyad: Editorial. Data Min. Knowl. Discov. 2 (2): 115-119 (1998)

Usama M. Fayyad: Mining Databases: Towards Algorithms for Knowledge Discovery. IEEE Data Eng. Bull. 21 (1): 39-48 (1998)

Michael C. Burl , Lars Asker , Padhraic Smyth , Usama M. Fayyad, Pietro Perona , Larry Crumpler , Jayne Aubele : Learning to Recognize Volcanoes on Venus. Machine Learning 30 (2-3): 165-194 (1998)

Usama M. Fayyad: Knowledge Discovery in Databases: An Overview. ILP 1997 : 3-16

Usama M. Fayyad: Data Mining and Knowledge Discovery in Databases: Implications for Scientific Databases. SSDBM 1997 : 2-11

Evangelos Simoudis , Jiawei Han , Usama M. Fayyad: Proceedings of the Second International Conference on Knowledge Discovery and Data Mining (KDD-96) AAAI Press 1996

Usama M. Fayyad, Gregory Piatetsky-Shapiro , Padhraic Smyth , Ramasamy Uthurusamy : Advances in Knowledge Discovery and Data Mining. AAAI/MIT Press 1996

Usama M. Fayyad: Data Mining and Knowledge Discovery in Databases: Applications in Astronomy and Planetary Science. AAAI/IAAI, Vol. 2 1996 : 1590-1592

Usama M. Fayyad, David Haussler , Paul E. Stolorz : KDD for Science Data Analysis: Issues and Examples. KDD 1996 : 50-56

Usama M. Fayyad, Gregory Piatetsky-Shapiro , Padhraic Smyth : Knowledge Discovery and Data Mining: Towards a Unifying Framework. KDD 1996 : 82-88

Usama M. Fayyad, Gregory Piatetsky-Shapiro , Padhraic Smyth : From Data Mining to Knowledge Discovery: An Overview. Advances in Knowledge Discovery and Data Mining 1996 : 1-34

Usama M. Fayyad, S. George Djorgovski , Nicholas Weir : Automating the Analysis and Cataloging of Sky Surveys. Advances in Knowledge Discovery and Data Mining 1996 : 471-493

Padhraic Smyth , Usama M. Fayyad, Michael C. Burl , Pietro Perona : Modeling Subjective Uncertainty in Image Annotation. Advances in Knowledge Discovery and Data Mining 1996 : 517-539

Usama M. Fayyad, S. George Djorgovski , Nicholas Weir : From Digitized Images to Online Catalogs: Data Mining a Sky Survey. AI Magazine 17 (2): 51-66 (1996)

Usama M. Fayyad, Gregory Piatetsky-Shapiro , Padhraic Smyth : From Data Mining to Knowledge Discovery in Databases. AI Magazine 17 (3): 37-54 (1996)

Usama M. Fayyad, Ramasamy Uthurusamy : Data Mining and Knowledge Discovery in Databases (Introduction to the Special Section). Commun. ACM 39 (11): 24-26 (1996)

Usama M. Fayyad, Gregory Piatetsky-Shapiro , Padhraic Smyth : The KDD Process for Extracting Useful Knowledge from Volumes of Data. Commun. ACM 39 (11): 27-34 (1996)

Usama M. Fayyad, David Haussler , Paul E. Stolorz : Mining Scientific Data. Commun. ACM 39 (11): 51-57 (1996)

Usama M. Fayyad: Data Mining and Knowledge Discovery: Making Sense Out of Data. IEEE Expert 11 (5): 20-25 (1996)

Usama M. Fayyad, Ramasamy Uthurusamy : Proceedings of the First International Conference on Knowledge Discovery and Data Mining (KDD-95), Montreal, Canada, August 20-21, 1995 AAAI Press 1995

Padhraic Smyth , Alexander Gray , Usama M. Fayyad: Retrofitting Decision Tree Classifiers Using Kernel Density Estimation. ICML 1995 : 506-514

Usama M. Fayyad: SKICAT: Sky Image Cataloging and Analysis Tool. IJCAI 1995 : 2067-2068

Usama M. Fayyad, Padhraic Smyth , Nicholas Weir , S. George Djorgovski : Automated Analysis and Exploration of Image Databases: Results, Progress, and Challenges. J. Intell. Inf. Syst. 4 (1): 7-25 (1995)

Usama M. Fayyad: Branching on Attribute Values in Decision Tree Generation. AAAI 1994 : 601-606

Usama M. Fayyad, Padhraic Smyth : The Automated Analysis, Cataloging, and Searching of Digital Image Libraries: A Machine Learning Approach. DL 1994 : 225-249

Michael C. Burl , Usama M. Fayyad, Pietro Perona , Padhraic Smyth : Automated Analysis of Radar Imagery of Venus: Handling Lack of Ground Truth. ICIP (3) 1994 : 236-240

Padhraic Smyth , Michael C. Burl , Usama M. Fayyad, Pietro Perona : Knowledge Discovery in Large Image Databases: Dealing with Uncertainties in Ground Truth. KDD Workshop 1994 : 109-120

Padhraic Smyth , Usama M. Fayyad, Michael C. Burl , Pietro Perona , Pierre Baldi : Inferring Ground Truth from Subjective Labelling of Venus Images. NIPS 1994 : 1085-1092

Usama M. Fayyad, Nicholas Weir , S. George Djorgovski : Automated Cataloging and Analysis of Sky Survey Image Databases: The SKICAT System. CIKM 1993 : 527-536

Usama M. Fayyad, Nicholas Weir , S. George Djorgovski : SKICAT: A Machine Learning System for Automated Cataloging of Large Scale Sky Surveys. ICML 1993 : 112-119

Usama M. Fayyad, Keki B. Irani : Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning. IJCAI 1993 : 1022-1029

Keki B. Irani , Jie Cheng , Usama M. Fayyad, Zhaogang Qian : Applying Machine Learning to Semiconductor Manufacturing. IEEE Expert 8 (1): 41-47 (1993)

Usama M. Fayyad, Keki B. Irani : The Attribute Selection Problem in Decision Tree Generation. AAAI 1992 : 104-110

Usama M. Fayyad, Keki B. Irani : On the Handling of Continuous-Valued Attributes in Decision Tree Generation. Machine Learning 8 : 87-102 (1992)

Ramasamy Uthurusamy , Usama M. Fayyad, S. Spangler : Learning Useful Rules from Inconclusive Data. Knowledge Discovery in Databases 1991 : 141-158

Usama M. Fayyad, Keki B. Irani : What Should Be Minimized in a Decision Tree? AAAI 1990 : 749-754

Scott Spangler , Usama M. Fayyad, Ramasamy Uthurusamy : Induction of Decision Trees from Inconclusive Data. ML 1989 : 146-150

Usama M. Fayyad, John E. Laird , Keki B. Irani : The Fifth International Conference on Machine Learning (Report). AI Magazine 10 (2): 79-84 (1989)

Jie Cheng , Usama M. Fayyad, Keki B. Irani , Zhaogang Qian : Improved Decision Trees: A Generalized Version of ID3. ML 1988 : 100-106

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