| 2008 | A Comparison between Neural Network Methods for Learning Aggregate Functions. Werner Uwents, Hendrik Blockeel |
| 2008 | A Framework for Knowledge Discovery in a Society of Agents. Gauvain Bourgne, Vincent Corruble |
| 2008 | A Modeling Approach Using Multiple Graphs for Semi-Supervised Learning. Akihiko Izutani, Kuniaki Uehara |
| 2008 | A Probabilistic Neighbourhood Translation Approach for Non-standard Text Categorisation. Ata Kabán |
| 2008 | Active Learning for High Throughput Screening. Kurt De Grave, Jan Ramon, Luc De Raedt |
| 2008 | An Efficiently Computable Graph-Based Metric for the Classification of Small Molecules. Leander Schietgat, Jan Ramon, Maurice Bruynooghe, Hendrik Blockeel |
| 2008 | An Empirical Investigation of the Trade-Off between Consistency and Coverage in Rule Learning Heuristics. Frederik Janssen, Johannes Fürnkranz |
| 2008 | An Integrated Graph and Probability Based Clustering Framework for Sequential Data. Haytham Elghazel, Tetsuya Yoshida, Mohand-Said Hacid |
| 2008 | Cluster Analysis in Remote Sensing Spectral Imagery through Graph Representation and Advanced SOM Visualization. Kadim Tasdemir, Erzsébet Merényi |
| 2008 | Comparative Evaluation of Two Systems for the Visual Navigation of Encyclopedia Knowledge Spaces. Wolfgang Kienreich, Peter Kraker |
| 2008 | Computational Models of Neural Representations in the Human Brain. Tom M. Mitchell |
| 2008 | Constructing Iceberg Lattices from Frequent Closures Using Generators. Laszlo Szathmary, Petko Valtchev, Amedeo Napoli, Robert Godin |
| 2008 | Deduction Schemes for Association Rules. José L. Balcázar |
| 2008 | Discovery Science, 11th International Conference, DS 2008, Budapest, Hungary, October 13-16, 2008. Proceedings Jean-François Boulicaut, Michael R. Berthold, Tamás Horváth |
| 2008 | Empirical Asymmetric Selective Transfer in Multi-objective Decision Trees. Beau Piccart, Jan Struyf, Hendrik Blockeel |
| 2008 | Ensemble-Trees: Leveraging Ensemble Power Inside Decision Trees. Albrecht Zimmermann |
| 2008 | Feature Selection in Taxonomies with Applications to Paleontology. Gemma C. Garriga, Antti Ukkonen, Heikki Mannila |
| 2008 | Finding Frequent Patterns from Compressed Tree-Structured Data. Seiji Murakami, Koichiro Doi, Akihiro Yamamoto |
| 2008 | Finding Total and Partial Orders from Data for Seriation. Heikki Mannila |
| 2008 | Input Noise Robustness and Sensitivity Analysis to Improve Large Datasets Clustering by Using the GRID. Alberto Faro, Daniela Giordano, Francesco Maiorana |
| 2008 | Learning Model Trees from Data Streams. Elena Ikonomovska, João Gama |
| 2008 | Learning from Each Other. Christopher Dartnell, Eric Martin, Jean Sallantin |
| 2008 | Mining Intervals of Graphs to Extract Characteristic Reaction Patterns. Frédéric Pennerath, Géraldine Polaillon, Amedeo Napoli |
| 2008 | Mining Unordered Distance-Constrained Embedded Subtrees. Fedja Hadzic, Henry Tan, Tharam S. Dillon |
| 2008 | On Iterative Algorithms with an Information Geometry Background. Imre Csiszár |
| 2008 | Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations. Natthakan Iam-On, Tossapon Boongoen, Simon M. Garrett |
| 2008 | Smoothed Prediction of the Onset of Tree Stem Radius Increase Based on Temperature Patterns. Mikko Korpela, Harri Mäkinen, Mika Sulkava, Pekka Nöjd, Jaakko Hollmén |
| 2008 | Some Mathematics Behind Graph Property Testing. László Lovász |
| 2008 | String Kernels Based on Variable-Length-Don't-Care Patterns. Kazuyuki Narisawa, Hideo Bannai, Kohei Hatano, Shunsuke Inenaga, Masayuki Takeda |
| 2008 | Unsupervised Classifier Selection Based on Two-Sample Test. Timo Aho, Tapio Elomaa, Jussi Kujala |
| 2008 | Unsupervised Spam Detection by Document Complexity Estimation. Takashi Uemura, Daisuke Ikeda, Hiroki Arimura |
| 2008 | Visual Analytics: Combining Automated Discovery with Interactive Visualizations. Daniel A. Keim, Florian Mansmann, Daniela Oelke, Hartmut Ziegler |