| 2001 | Finding similar situations in sequences of events via random projections. | Heikki Mannila, Jouni K. Seppnen |
| 2001 | Decomposition of Event Sequences into Independent Components. | Heikki Mannila, Dmitry Rusakov |
| 2001 | RSVM: Reduced Support Vector Machines. | Yuh-Jye Lee, Olvi L. Mangasarian |
| 2001 | Boosting Localized Classifiers in Heterogeneous Databases. | Aleksandar Lazarevic, Zoran Obradovic |
| 2001 | Automatic Textual Document Categorization Using Multiple Similarity-Based Models. | Kwok-Yin Lai, Wai Lam |
| 2001 | Derivative Dynamic Time Warping. | Eamonn J. Keogh, Michael J. Pazzani |
| 2001 | A Middleware for Developing Parallel Data Mining Applications. | Ruoming Jin, Gagan Agrawal |
| 2001 | Dimension reduction based on centroids and least squares for efficient processing of text data. | Moongu Jeon, Haesun Park, J. Ben Rosen |
| 2001 | Methods for Large-Scale Mining of Networks of Human Genes. | Tor-Kristian Jenssen, Lisa M. J. berg, Magnus L. Andersson, Jan Komorowski |
| 2001 | Detecting Seasonal Trends and Cluster Motion Visualization for Very High Dimensional Transactional Data. | Gunjan Gupta, Joydeep Ghosh |
| 2001 | Cheaper by the Dozen: Batched Algorithms. | Ben Gum, Richard J. Lipton |
| 2001 | Selective Markov Models for Predicting Web-Page Accesses. | Mukund Deshpande, George Karypis |
| 2001 | Generating Classification Rules According to User's Existing Knowledge. | Shu Chen, Bing Liu |
| 2001 | Modeling Spatial Dependencies for Mining Geospatial Data. | Sanjay Chawla, Shashi Shekhar, Weili Wu, Uygar zesmi |
| 2001 | Mining the Detector Responses of a Conducting Polymer Composite-Based Electronic Nose. | Michael C. Burl, Shawn M. Briglin, Brett J. Doleman, Alan Hopkins, A. Matzger, D. N. Ortiz, A. Schaffer, S. Upchurch, Thomas P. Vaid, Nathan S. Lewis |
| 2001 | Mining Preferences from Spatial-Temporal Data. | Donald E. Brown, Hua Liu, Yifei Xue |
| 2001 | Detecting Novel Network Intrusions Using Bayes Estimators. | Daniel Barbar, Ningning Wu, Sushil Jajodia |
| 2001 | Incremental Mining of Constrained Association Rules. | Ahmed Ayad, Nagwa M. El-Makky, Yousry I. Taha |
| 2001 | PNrule: A New Framework for Learning Classifier Models in Data Mining (A Case-Study in Network Intrusion Detection). | Ramesh C. Agarwal, Mahesh V. Joshi |