| 2022 | KDD | 3rd IADSS Workshop on Data Science Standards - Hiring, Assessing and Upskilling Data Science Talent. | Usama M. Fayyad, Hamit Hamutcu |
| 2017 | KDD | Benchmarks and Process Management in Data Science: Will We Ever Get Over the Mess? | Usama M. Fayyad, Arno Candel, Eduardo Ario de la Rubia, Szilrd Pafka, Anthony Chong, Jeong-Yoon Lee |
| 2017 | KDD | Foreword to the Applied Data Science: Invited Talks Track at KDD-2017. | Usama M. Fayyad, Evangelos Simoudis, Ashok Srivastava |
| 2014 | AICCSA | iSoNTRE: The Social Network Transformer into Recommendation Engine. | Chamsi Abu Quba Rana, Salima Hassas, Usama M. Fayyad, Milad Alshomary, Christine Gertosio |
| 2014 | WETICE | From a "Cold" to a "Warm" Start in Recommender Systems. | Chamsi Abu Quba Rana, Salima Hassas, Usama M. Fayyad, Chamsi Hammam |
| 2007 | KDD | From mining the web to inventing the new sciences underlying the internet. | Usama M. Fayyad |
| 2004 | PAKDD | Data Mining Grand Challenges. | Usama M. Fayyad |
| 2001 | ICDE | Integrating Data Mining with SQL Databases: OLE DB for Data Mining. | Amir Netz, Surajit Chaudhuri, Usama M. Fayyad, Jeff Bernhardt |
| 2001 | KDD | E-business enterprise data mining. | Usama M. Fayyad, Neal Rothleder, Paul S. Bradley |
| 2001 | KDD | Efficient discovery of error-tolerant frequent itemsets in high dimensions. | Cheng Yang, Usama M. Fayyad, Paul S. Bradley |
| 2000 | ICPR | Clustering Very Large Databases Using EM Mixture Models. | Paul S. Bradley, Cory Reina, Usama M. Fayyad |
| 2000 | VLDB | Integration of Data Mining with Database Technology. | Amir Netz, Surajit Chaudhuri, Jeff Bernhardt, Usama M. Fayyad |
| 1999 | ICDE | Scalable Classification over SQL Databases. | Surajit Chaudhuri, Usama M. Fayyad, Jeff Bernhardt |
| 1999 | KDD | Density-Based Indexing for Approximate Nearest-Neighbor Queries. | Kristin P. Bennett, Usama M. Fayyad, Dan Geiger |
| 1999 | KDD | Compressed Data Cubes for OLAP Aggregate Query Approximation on Continuous Dimensions. | Jayavel Shanmugasundaram, Usama M. Fayyad, Paul S. Bradley |
| 1998 | ICML | Refining Initial Points for K-Means Clustering. | Paul S. Bradley, Usama M. Fayyad |
| 1998 | KDD | Scaling Clustering Algorithms to Large Databases. | Paul S. Bradley, Usama M. Fayyad, Cory Reina |
| 1998 | KDD | Initialization of Iterative Refinement Clustering Algorithms. | Usama M. Fayyad, Cory Reina, Paul S. Bradley |
| 1998 | KDD | On the Efficient Gathering of Sufficient Statistics for Classification from Large SQL Databases. | Goetz Graefe, Usama M. Fayyad, Surajit Chaudhuri |
| 1997 | ILP | Knowledge Discovery in Databases: An Overview. | Usama M. Fayyad |
| 1997 | SSDBM | Data Mining and Knowledge Discovery in Databases: Implications for Scientific Databases. | Usama M. Fayyad |
| 1996 | AAAI | Data Mining and Knowledge Discovery in Databases: Applications in Astronomy and Planetary Science. | Usama M. Fayyad |
| 1996 | KDD | KDD for Science Data Analysis: Issues and Examples. | Usama M. Fayyad, David Haussler, Paul E. Stolorz |
| 1996 | KDD | Knowledge Discovery and Data Mining: Towards a Unifying Framework. | Usama M. Fayyad, Gregory Piatetsky-Shapiro, Padhraic Smyth |
| 1995 | ICML | Retrofitting Decision Tree Classifiers Using Kernel Density Estimation. | Padhraic Smyth, Alexander G. Gray, Usama M. Fayyad |
| 1995 | IJCAI | SKICAT: Sky Image Cataloging and Analysis Tool. | Usama M. Fayyad |
| 1994 | AAAI | Branching on Attribute Values in Decision Tree Generation. | Usama M. Fayyad |
| 1994 | CVPR | Automating the hunt for volcanoes on Venus. | Michael C. Burl, Usama M. Fayyad, Pietro Perona, Padhraic Smyth |
| 1994 | ICIP | Automated Analysis of Radar Imagery of Venus: Handling Lack of Ground Truth. | Michael C. Burl, Usama M. Fayyad, Pietro Perona, Padhraic Smyth |
| 1994 | KDD | Knowledge Discovery in Large Image Databases: Dealing with Uncertainties in Ground Truth. | Padhraic Smyth, Michael C. Burl, Usama M. Fayyad, Pietro Perona |
| 1993 | CIKM | Automated Cataloging and Analysis of Sky Survey Image Databases: The SKICAT System. | Usama M. Fayyad, Nicholas Weir, S. George Djorgovski |
| 1993 | ICML | SKICAT: A Machine Learning System for Automated Cataloging of Large Scale Sky Surveys. | Usama M. Fayyad, Nicholas Weir, S. George Djorgovski |
| 1993 | IJCAI | Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning. | Usama M. Fayyad, Keki B. Irani |
| 1992 | AAAI | The Attribute Selection Problem in Decision Tree Generation. | Usama M. Fayyad, Keki B. Irani |
| 1990 | AAAI | What Should Be Minimized in a Decision Tree? | Usama M. Fayyad, Keki B. Irani |
| 1989 | ICML | Induction of Decision Trees from Inconclusive Data. | W. Scott Spangler, Usama M. Fayyad, Ramasamy Uthurusamy |
| 1988 | ICML | Improved Decision Trees: A Generalized Version of ID3. | Jie Cheng, Usama M. Fayyad, Keki B. Irani, Zhaogang Qian |