| 2001 | Direct and Incremental Computing of Maximal Covering Rules. | Marzena Kryszkiewicz |
| 2001 | Mining E-Commerce Data: The Good, the Bad, and the Ugly. | Ron Kohavi |
| 2001 | Rule Reduction over Numerical Attributes in Decision Tree Using Multilayer Perceptron. | DaeEun Kim, Jaeho Lee |
| 2001 | Seabreeze Prediction Using Bayesian Networks. | Russell J. Kennett, Kevin B. Korb, Ann E. Nicholson |
| 2001 | Feature Selection for Meta-learning. | Alexandros Kalousis, Melanie Hilario |
| 2001 | Representing Large Concept Hierarchies Using Lattice Data Structure. | Yanee Kachai, Kitsana Waiyamai |
| 2001 | Micro Similarity Queries in Time Series Database. | Xiaoming Jin, Yuchang Lu, Chunyi Shi |
| 2001 | Incompleteness in Data Mining. | H. V. Jagadish |
| 2001 | Empirical Study of Recommender Systems Using Linear Classifiers. | Vijay S. Iyengar, Tong Zhang |
| 2001 | Concept Approximation in Concept Lattice. | Keyun Hu, Yuefei Sui, Yuchang Lu, Ju Wang, Chunyi Shi |
| 2001 | A Rough Set-Based Clustering Method with Modification of Equivalence Relations. | Shoji Hirano, Tomohiro Okuzaki, Yutaka Hata, Shusaku Tsumoto, Kouhei Tsumoto |
| 2001 | Evaluation of Interestingness Measures for Ranking Discovered Knowledge. | Robert J. Hilderman, Howard J. Hamilton |
| 2001 | Text Categorization Using Weight Adjusted k-Nearest Neighbor Classification. | Eui-Hong Han, George Karypis, Vipin Kumar |
| 2001 | Interactive Construction of Decision Trees. | Jianchao Han, Nick Cercone |
| 2001 | Boosting the Performance of Nearest Neighbour Methods with Feature Selection. | Shlomo Geva |
| 2001 | Criteria on Proximity Graphs for Boundary Extraction and Spatial Clustering. | Vladimir Estivill-Castro, Ickjai Lee, Alan T. Murray |
| 2001 | Efficient Mining of Niches and Set Routines. | Guozhu Dong, Kaustubh Deshpande |
| 2001 | An Efficient Data Compression Approach to the Classification Task. | Claudia Diamantini, Maurizio Panti |
| 2001 | Efficient Hierarchical Clustering Algorithms Using Partially Overlapping Partitions. | Manoranjan Dash, Huan Liu |
| 2001 | A Similarity Indexing Method for the Data Warehousing - Bit-Wise Indexing Method. | Wei-Chou Chen, Shian-Shyong Tseng, Lu-Ping Chang, Mon-Fong Jiang |
| 2001 | Hierarchical Classification of Documents with Error Control. | Chun Hung Cheng, Jian Tang, Ada Wai-Chee Fu, Irwin King |
| 2001 | Applying Pattern Mining to Web Information Extraction. | Chia-Hui Chang, Shao-Chen Lui, Yen-Chin Wu |
| 2001 | Feature Selection for Temporal Health Records. | Rohan A. Baxter, Graham J. Williams, Hongxing He |
| 2001 | Neighborhood Dependencies for Prediction. | Renaud Basse, Jef Wijsen |
| 2001 | Direct Domain Knowledge Inclusion in the PA3 Rule Induction Algorithm. | Pedro de Almeida |