| 2009 | Discovering Abstract Concepts to Aid Cross-Map Transfer for a Learning Agent. | Cdric Herpson, Vincent Corruble |
| 2009 | Linear Programming Boosting by Column and Row Generation. | Kohei Hatano, Eiji Takimoto |
| 2009 | Algorithm and Feature Selection for VegOut: A Vegetation Condition Prediction Tool. | Sherri K. Harms, Tsegaye Tadesse, Brian D. Wardlow |
| 2009 | Mining Heterogeneous Information Networks by Exploring the Power of Links. | Jiawei Han |
| 2009 | A Hybrid Collaborative Filtering System for Contextual Recommendations in Social Networks. | Jorge Gonzalo-Alonso, Paloma de Juan, Elena Garc-a-Hortelano, Carlos Angel Iglesias |
| 2009 | Inference and Learning in Planning (Extended Abstract). | Hector Geffner |
| 2009 | A Sliding Window Algorithm for Relational Frequent Patterns Mining from Data Streams. | Fabio Fumarola, Anna Ciampi, Annalisa Appice, Donato Malerba |
| 2009 | MICCLLR: Multiple-Instance Learning Using Class Conditional Log Likelihood Ratio. | Yasser El-Manzalawy, Vasant G. Honavar |
| 2009 | Contrasting Sequence Groups by Emerging Sequences. | Kang Deng, Osmar R. Zaane |
| 2009 | The Two Faces of Active Learning. | Sanjoy Dasgupta |
| 2009 | Using Data Mining for Wine Quality Assessment. | Paulo Cortez, Juliana Teixeira, Antnio Cerdeira, Fernando Almeida, Telmo Matos, Jos Reis |
| 2009 | On the Complexity of Constraint-Based Theory Extraction. | Mario Boley, Thomas Grtner |
| 2009 | Detecting New Kinds of Patient Safety Incidents. | James Bentham, David J. Hand |
| 2009 | An Iterative Learning Algorithm for Within-Network Regression in the Transductive Setting. | Annalisa Appice, Michelangelo Ceci, Donato Malerba |
| 2008 | Ensemble-Trees: Leveraging Ensemble Power Inside Decision Trees. | Albrecht Zimmermann |
| 2008 | A Comparison between Neural Network Methods for Learning Aggregate Functions. | Werner Uwents, Hendrik Blockeel |
| 2008 | Unsupervised Spam Detection by Document Complexity Estimation. | Takashi Uemura, Daisuke Ikeda, Hiroki Arimura |
| 2008 | Cluster Analysis in Remote Sensing Spectral Imagery through Graph Representation and Advanced SOM Visualization. | Kadim Tasdemir, Erzsbet Mernyi |
| 2008 | Constructing Iceberg Lattices from Frequent Closures Using Generators. | Laszlo Szathmary, Petko Valtchev, Amedeo Napoli, Robert Godin |
| 2008 | An Efficiently Computable Graph-Based Metric for the Classification of Small Molecules. | Leander Schietgat, Jan Ramon, Maurice Bruynooghe, Hendrik Blockeel |
| 2008 | Empirical Asymmetric Selective Transfer in Multi-objective Decision Trees. | Beau Piccart, Jan Struyf, Hendrik Blockeel |
| 2008 | Mining Intervals of Graphs to Extract Characteristic Reaction Patterns. | Frdric Pennerath, Graldine Polaillon, Amedeo Napoli |
| 2008 | String Kernels Based on Variable-Length-Don't-Care Patterns. | Kazuyuki Narisawa, Hideo Bannai, Kohei Hatano, Shunsuke Inenaga, Masayuki Takeda |
| 2008 | Finding Frequent Patterns from Compressed Tree-Structured Data. | Seiji Murakami, Koichiro Doi, Akihiro Yamamoto |
| 2008 | Computational Models of Neural Representations in the Human Brain. | Tom M. Mitchell |