| 2008 | Feature Selection with the logRatio Kernel. | Julien Prados, Alexandros Kalousis, Melanie Hilario |
| 2008 | Constrained Co-clustering of Gene Expression Data. | Ruggero G. Pensa, Jean-Franois Boulicaut |
| 2008 | Randomization of real-valued matrices for assessing the significance of data mining results. | Markus Ojala, Niko Vuokko, Aleksi Kallio, Niina Haiminen, Heikki Mannila |
| 2008 | A general framework for estimating similarity of datasets and decision trees: exploring semantic similarity of decision trees. | Irene Ntoutsi, Alexandros Kalousis, Yannis Theodoridis |
| 2008 | A New Method for Rule Finding Via Bootstrapped Confidence Intervals. | Norman S. Matloff |
| 2008 | Large-Scale Many-Class Learning. | Omid Madani, Michael Connor |
| 2008 | A General Model for Multiple View Unsupervised Learning. | Bo Long, Philip S. Yu, Zhongfei (Mark) Zhang |
| 2008 | Mining and Ranking Generators of Sequential Patterns. | David Lo, Siau-Cheng Khoo, Jinyan Li |
| 2008 | Efficiently Mining Closed Subsequences with Gap Constraints. | Chun Li, Jianyong Wang |
| 2008 | Finding a Haystack in Haystacks - Simultaneous Identification of Concepts in Large Bio-Medical Corpora. | Ying Liu, Lucian Vlad Lita, Radu Stefan Niculescu, Prasenjit Mitra, C. Lee Giles |
| 2008 | Maximal Quasi-Bicliques with Balanced Noise Tolerance: Concepts and Co-clustering Applications. | Jinyan Li, Kelvin Sim, Guimei Liu, Limsoon Wong |
| 2008 | Exact and Approximate Reverse Nearest Neighbor Search for Multimedia Data. | Jessica Lin, David Etter, David DeBarr |
| 2008 | Weighted Consensus Clustering. | Tao Li, Chris H. Q. Ding |
| 2008 | Generic Methods for Multi-criteria Evaluation. | Niklas Lavesson, Paul Davidsson |
| 2008 | Unsupervised Segmentation of Conversational Transcripts. | Krishna Kummamuru, Deepak Padmanabhan, Shourya Roy, L. Venkata Subramaniam |
| 2008 | Statistical Density Prediction in Traffic Networks. | Hans-Peter Kriegel, Matthias Renz, Matthias Schubert, Andreas Zfle |
| 2008 | Discovering Relational Items Sets Efficiently. | Arne Koopman, Arno Siebes |
| 2008 | Mining Tree Patterns with Almost Smallest Supertrees. | Jeroen De Knijf |
| 2008 | SpaRClus: Spatial Relationship Pattern-Based Hierarchial Clustering. | Sangkyum Kim, Xin Jin, Jiawei Han |
| 2008 | A Range Query Approach for High Dimensional Euclidean Space Based on EDM Estimation. | Kentarou Kido, Hiroshi Kuwajima, Takashi Washio |
| 2008 | The PageTrust Algorithm: How to rank web pages when negative links are allowed? | Cristobald de Kerchove, Paul Van Dooren |
| 2008 | Integration of Multiple Networks for Robust Label Propagation. | Tsuyoshi Kato, Hisashi Kashima, Masashi Sugiyama |
| 2008 | Simultaneous Unsupervised Learning of Disparate Clusterings. | Prateek Jain, Raghu Meka, Inderjit S. Dhillon |
| 2008 | Exploration and Reduction of the Feature Space by Hierarchical Clustering. | Dino Ienco, Rosa Meo |
| 2008 | The Relevant-set Correlation Model for Data Clustering. | Michael E. Houle |