| 2004 | Principal Component Analysis and Effective K-Means Clustering. | Chris H. Q. Ding, Xiaofeng He |
| 2004 | A Kernel-Based Semi-Nave Bayesian Classifier Using P-Trees. | Anne Denton, William Perrizo |
| 2004 | IREP++, A Faster Rule Learning Algorithm. | Oliver Dain, Robert K. Cunningham, Stephen Boyer |
| 2004 | Constructing Time Decompositions for Analyzing Time-Stamped Documents. | Parvathi Chundi, Daniel J. Rosenkrantz |
| 2004 | Conquest: A Distributed Tool for Constructing Summaries of High-Dimensional Discrete Attribute Data Sets. | Jie Chi, Mehmet Koyutrk, Ananth Grama |
| 2004 | Clustering Categorical Data Using the Correlated-Force Ensemble. | Ming-Syan Chen, Kun-Ta Chuang |
| 2004 | R-MAT: A Recursive Model for Graph Mining. | Deepayan Chakrabarti, Yiping Zhan, Christos Faloutsos |
| 2004 | Mining Patters of Activity from Video Data. | Michael C. Burl |
| 2004 | Visually Mining through Cluster Hierarchies. | Stefan Brecheisen, Hans-Peter Kriegel, Peer Krger, Martin Pfeifle |
| 2004 | Training Support Vector Machines Using Adaptive Clustering. | Daniel Boley, Dongwei Cao |
| 2004 | Active Semi-Supervision for Pairwise Constrained Clustering. | Sugato Basu, Arindam Banerjee, Raymond J. Mooney |
| 2004 | Classifying Documents Without Labels. | Daniel Barbar, Carlotta Domeniconi, Ning Kang |
| 2004 | Clustering with Bregman Divergences. | Arindam Banerjee, Srujana Merugu, Inderjit S. Dhillon, Joydeep Ghosh |
| 2004 | Enhancing Communities of Interest Using Bayesian Stochastic Blockmodels. | Deepak Agrawal, Daryl Pregibon |
| 2003 | Scalable, Balanced Model-based Clustering. | Shi Zhong, Joydeep Ghosh |
| 2003 | CPAR: Classification based on Predictive Association Rules. | Xiaoxin Yin, Jiawei Han |
| 2003 | CloSpan: Mining Closed Sequential Patterns in Large Datasets. | Xifeng Yan, Jiawei Han, Ramin Afshar |
| 2003 | STAMP: On Discovery of Statistically Important Pattern Repeats in Long Sequential Data. | Jiong Yang, Wei Wang, Philip S. Yu |
| 2003 | Mining Changes of Classification by Correspondence Tracing. | Ke Wang, Senqiang Zhou, Ada Wai-Chee Fu, Jeffrey Xu Yu |
| 2003 | ATLaS: A Native Extension of SQL for Data Mining. | Haixun Wang, Carlo Zaniolo |
| 2003 | Detection of Underrepresented Biological Sequences using Class-Conditional Distribution Models. | Slobodan Vucetic, Dragoljub Pokrajac, Hongbo M. Xie, Zoran Obradovic |
| 2003 | Decision Tree Classification of Spatial Data Patterns from Videokeratography using Zernicke Polynomials. | Michael D. Twa, Srinivasan Parthasarathy, Thomas W. Raasch, Mark Bullimore |
| 2003 | StarClass: Interactive Visual Classification using Star Coordinates. | Soon Tee Teoh, Kwan-Liu Ma |
| 2003 | Data-Mining of a Large Virtual Community: Relationship between Users DB and the Web-Log File. | Sergio M. Savaresi, Simone Garatti, Sergio Bittanti, Luca La Brocca |
| 2003 | Detecting Periodicity in Nonideal Datasets. | Ronald K. Pearson, Harri Lhdesmki, Heikki Huttunen, Olli Yli-Harja |