| 2001 | A Fourier Analysis Based Approach to Learning Decision Trees in a Distributed Environment. Byung-Hoon Park, Rajeev Ayyagari, Hillol Kargupta |
| 2001 | A Middleware for Developing Parallel Data Mining Applications. Ruoming Jin, Gagan Agrawal |
| 2001 | Adaptive Grids for Clustering Massive Data Sets. Harsha S. Nagesh, Sanjay Goil, Alok N. Choudhary |
| 2001 | Automatic Textual Document Categorization Using Multiple Similarity-Based Models. Kwok-Yin Lai, Wai Lam |
| 2001 | Boosting Localized Classifiers in Heterogeneous Databases. Aleksandar Lazarevic, Zoran Obradovic |
| 2001 | Cheaper by the Dozen: Batched Algorithms. Ben Gum, Richard J. Lipton |
| 2001 | Decomposition of Event Sequences into Independent Components. Heikki Mannila, Dmitry Rusakov |
| 2001 | Derivative Dynamic Time Warping. Eamonn J. Keogh, Michael J. Pazzani |
| 2001 | Detecting Novel Network Intrusions Using Bayes Estimators. Daniel Barbará, Ningning Wu, Sushil Jajodia |
| 2001 | Detecting Seasonal Trends and Cluster Motion Visualization for Very High Dimensional Transactional Data. Gunjan Gupta, Joydeep Ghosh |
| 2001 | Dimension reduction based on centroids and least squares for efficient processing of text data. Moongu Jeon, Haesun Park, J. Ben Rosen |
| 2001 | Finding similar situations in sequences of events via random projections. Heikki Mannila, Jouni K. Seppänen |
| 2001 | Generalized Bin Zhang |
| 2001 | Generating Classification Rules According to User's Existing Knowledge. Shu Chen, Bing Liu |
| 2001 | Hierarchical Classification of Real Life Documents. Ke Wang, Senqiang Zhou, Yu He |
| 2001 | Improved Spatial-Temporal Forecasting through Modelling of Spatial Residuals in Recent History. Dragoljub Pokrajac, Zoran Obradovic |
| 2001 | Incremental Mining of Constrained Association Rules. Ahmed Ayad, Nagwa M. El-Makky, Yousry I. Taha |
| 2001 | Information Theoretic Feature Crediting in Multiclass Support Vector Machines. Vikas Sindhwani, P. Bhattacharya, Subrata Rakshit |
| 2001 | Looking for Nonlinearities in the Large Scale Dynamics of the Atmosphere. Claudio Tebaldi, Doug Nychka, Grant Branstator |
| 2001 | Methods for Large-Scale Mining of Networks of Human Genes. Tor-Kristian Jenssen, Lisa M. J. Öberg, Magnus L. Andersson, Jan Komorowski |
| 2001 | Mining Preferences from Spatial-Temporal Data. Donald E. Brown, Hua Liu, Yifei Xue |
| 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 | Modeling Spatial Dependencies for Mining Geospatial Data. Sanjay Chawla, Shashi Shekhar, Weili Wu, Uygar Özesmi |
| 2001 | On the performance of bisecting K-means and PDDP. Sergio M. Savaresi, Daniel Boley |
| 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 |
| 2001 | Proceedings of the First SIAM International Conference on Data Mining, SDM 2001, Chicago, IL, USA, April 5-7, 2001 Vipin Kumar, Robert L. Grossman |
| 2001 | RSVM: Reduced Support Vector Machines. Yuh-Jye Lee, Olvi L. Mangasarian |
| 2001 | Selective Markov Models for Predicting Web-Page Accesses. Mukund Deshpande, George Karypis |
| 2001 | Shared State for Client-Server Mining. Srinivasan Parthasarathy, Sandhya Dwarkadas |
| 2001 | Using Simulated Pseudo Data To Speed Up Statistical Predictive Modeling From Massive Data Sets. Ramesh Natarajan, Edwin P. D. Pednault |