| 2006 | Robust Clustering for Tracking Noisy Evolving Data Streams. | Olfa Nasraoui, Carlos Rojas |
| 2006 | Mining and Validating Localized Frequent Itemsets with Dynamic Tolerance. | Olfa Nasraoui, Suchandra Goswami |
| 2006 | Profiling Protein Families from Partially Aligned Sequences. | Saikat Mukherjee, Chang Zhao, I. V. Ramakrishnan |
| 2006 | Mining frequent closed itemsets out-of-core. | Claudio Lucchese, Salvatore Orlando, Raffaele Perego |
| 2006 | Mining Control Flow Abnormality for Logic Error Isolation. | Chao Liu, Xifeng Yan, Jiawei Han |
| 2006 | Mining Approximate Frequent Itemsets In the Presence of Noise: Algorithm and Analysis. | Jinze Liu, Susan Paulsen, Xing Sun, Wei Wang, Andrew B. Nobel, Jan F. Prins |
| 2006 | Positive Borders or Negative Borders: How to Make Lossless Generator Based Representations Concise. | Guimei Liu, Jinyan Li, Limsoon Wong, Wynne Hsu |
| 2006 | Mining Interesting Patterns from Very High Dimensional Data: A Top-Down Row Enumeration Approach. | Hongyan Liu, Jiawei Han, Dong Xin, Zheng Shao |
| 2006 | Probabilistic Multi-State Split-Merge Algorithm for Coupling Parameter Estimates. | Juan K. Lin |
| 2006 | Mining Frequent Patterns by Differential Refinement of Clustered Bitmaps. | Jianwei Li, Alok N. Choudhary, Nan Jiang, Wei-keng Liao |
| 2006 | Cone Cluster Labeling for Support Vector Clustering. | Sei-Hyung Lee, Karen M. Daniels |
| 2006 | Inference of Node Replacement Recursive Graph Grammars. | Jacek P. Kukluk, Lawrence B. Holder, Diane J. Cook |
| 2006 | Advanced Prototype Machines: Exploring Prototypes for Classification. | Hans-Peter Kriegel, Matthias Schubert |
| 2006 | Spatial Weighted Outlier Detection. | Yufeng Kou, Chang-Tien Lu, Dechang Chen |
| 2006 | Risk-Sensitive Learning via Expected Shortfall Minimization. | Hisashi Kashima |
| 2006 | A New Privacy-Preserving Distributed k-Clustering Algorithm. | Geetha Jagannathan, Krishnan Pillaipakkamnatt, Rebecca N. Wright |
| 2006 | A Semantic Approach for Mining Hidden Links from Complementary and Non-interactive Biomedical Literature. | Xiaohua Hu, Xiaodan Zhang, Illhoi Yoo, Yanqing Zhang |
| 2006 | Finding Sequential Patterns from a Massive Number of Spatio-Temporal Events. | Yan Huang, Liqin Zhang, Pusheng Zhang |
| 2006 | On the Necessary and Sufficient Conditions of a Meaningful Distance Function for High Dimensional Data Space. | Chih-Ming Hsu, Ming-Syan Chen |
| 2006 | Discovering Frequent Tree Patterns over Data Streams. | Mark Cheng-Enn Hsieh, Yi-Hung Wu, Arbee L. P. Chen |
| 2006 | Area Under ROC Optimisation using a Ramp Approximation. | Alan Herschtal, Bhavani Raskutti, Peter K. Campbell |
| 2006 | Collaborative Document Clustering. | Khaled M. Hammouda, Mohamed S. Kamel |
| 2006 | Efficient Mining of Temporally Annotated Sequences. | Fosca Giannotti, Mirco Nanni, Dino Pedreschi |
| 2006 | Fast Mining of Distance-Based Outliers in High Dimensional Datasets. | Amol Ghoting, Srinivasan Parthasarathy, Matthew Eric Otey |
| 2006 | Semi-Supervised Clustering with Partial Background Information. | Jing Gao, Pang-Ning Tan, Haibin Cheng |