| 2005 | Learning from Ambiguously Labeled Examples. | Eyke Hllermeier, Jrgen Beringer |
| 2005 | Removing Statistical Biases in Unsupervised Sequence Learning. | Yoav Horman, Gal A. Kaminka |
| 2005 | Combining Bayesian Networks with Higher-Order Data Representations. | Elias Gyftodimos, Peter A. Flach |
| 2005 | Keystroke Analysis of Different Languages: A Case Study. | Daniele Gunetti, Claudia Picardi, Giancarlo Ruffo |
| 2005 | Pulse: Mining Customer Opinions from Free Text. | Michael Gamon, Anthony Aue, Simon Corston-Oliver, Eric K. Ringger |
| 2005 | Bayesian Networks Learning for Gene Expression Datasets. | Giacomo Gamberoni, Evelina Lamma, Fabrizio Riguzzi, Sergio Storari, Stefano Volinia |
| 2005 | Exploring Hierarchical Rule Systems in Parallel Coordinates. | Thomas R. Gabriel, A. Simona Pintilie, Michael R. Berthold |
| 2005 | Searching for Meaningful Feature Interactions with Backward-Chaining Rule Induction. | Douglas H. Fisher, Mary E. Edgerton, Lianhong Tang, Lewis J. Frey, Zhihua Chen |
| 2005 | Knowledge Discovery in the Identification of Differentially Expressed Genes in Tumoricidal Macrophage. | A. Fazel Famili, Ziying Liu, Pedro Carmona-Saez, Alaka Mullick |
| 2005 | A Distance-Based Method for Preference Information Retrieval in Paired Comparisons. | Esther Dopazo, Jacinto Gonzlez-Pachn, Juan Robles |
| 2005 | Using Genetic Algorithms to Improve Accuracy of Economical Indexes Prediction. | scar Cubo, Vctor Robles, Javier Segovia, Ernestina Menasalvas Ruiz |
| 2005 | Kernel K-Means for Categorical Data. | Julia Couto |
| 2005 | Modeling Conditional Distributions of Continuous Variables in Bayesian Networks. | Barry R. Cobb, Rafael Rum, Antonio Salmern |
| 2005 | Balancing Strategies and Class Overlapping. | Gustavo E. A. P. A. Batista, Ronaldo C. Prati, Maria Carolina Monard |
| 2005 | Condensed Nearest Neighbor Data Domain Description. | Fabrizio Angiulli |
| 2005 | Probabilistic Latent Clustering of Device Usage. | Jean-Marc Andreoli, Guillaume Bouchard |
| 2003 | Distributed Regression for Heterogeneous Data Sets. | Yan Xing, Michael G. Madden, Jim Duggan, Gerard Lyons |
| 2003 | On the Use of the GTM Algorithm for Mode Detection. | Susana Vegas-Azcrate, Jorge Muruzbal |
| 2003 | Data Clustering in Tolerance Space. | Chun-Hung Tzeng, Fu-Shing Sun |
| 2003 | Learning Dynamic Bayesian Networks from Multivariate Time Series with Changing Dependencies. | Allan Tucker, Xiaohui Liu |
| 2003 | Using Domain Specific Knowledge for Automated Modeling. | Ljupco Todorovski, Saso Dzeroski |
| 2003 | Guided Incremental Construction of Belief Networks. | Charles A. Sutton, Brendan Burns, Clayton T. Morrison, Paul R. Cohen |
| 2003 | Gaussian Mixture Density Estimation Applied to Microarray Data. | Christine Steinhoff, Tobias Mller, Ulrike A. Nuber, Martin Vingron |
| 2003 | Active Feature Selection Based on a Very Limited Number of Entities. | Yasusi Sinohara, Teruhisa Miura |
| 2003 | Genetic Approach to Constructive Induction Based on Non-algebraic Feature Representation. | Leila Shila Shafti, Eduardo Prez |