| 2003 | A Logical Formalisation of the Fellegi-Holt Method of Data Cleaning. Agnes Boskovitz, Rajeev Goré, Markus Hegland |
| 2003 | A Mixture Model Approach for Binned Data Clustering. Allou Samé, Christophe Ambroise, Gérard Govaert |
| 2003 | A Multiagent-Based Constructive Approach for Feedforward Neural Networks. Clodoaldo Ap. M. Lima, André Luís Vasconcelos Coelho, Fernando J. Von Zuben |
| 2003 | A Novel Partial-Memory Learning Algorithm Based on Grey Relational Structure. Chi-Chun Huang, Hahn-Ming Lee |
| 2003 | A Semi-supervised Method for Learning the Structure of Robot Environment Interactions. Axel Großmann, Matthias Wendt, Jeremy Wyatt |
| 2003 | APRIORI-SD: Adapting Association Rule Learning to Subgroup Discovery. Branko Kavsek, Nada Lavrac, Viktor Jovanoski |
| 2003 | Active Feature Selection Based on a Very Limited Number of Entities. Yasusi Sinohara, Teruhisa Miura |
| 2003 | Advances in Intelligent Data Analysis V, 5th International Symposium on Intelligent Data Analysis, IDA 2003, Berlin, Germany, August 28-30, 2003, Proceedings Michael R. Berthold, Hans-Joachim Lenz, Elizabeth Bradley, Rudolf Kruse, Christian Borgelt |
| 2003 | An Effective Associative Memory for Pattern Recognition. Boris Kryzhanovsky, Leonid B. Litinskii, Anatoly B. Fonarev |
| 2003 | An Iterated Local Search Approach for Minimum Sum-of-Squares Clustering. Peter Merz |
| 2003 | Applying Intelligent Data Analysis to Coupling Relationships in Object-Oriented Software. Steve Counsell, Xiaohui Liu, Rajaa Najjar, Stephen Swift, Allan Tucker |
| 2003 | Automated Detection of Influenza Epidemics with Hidden Markov Models. Toni M. Rath, Maximo Carreras, Paola Sebastiani |
| 2003 | Classification of Protein Localisation Patterns via Supervised Neural Network Learning. Aristoklis D. Anastasiadis, George D. Magoulas, Xiaohui Liu |
| 2003 | Clustering Mobile Trajectories for Resource Allocation in Mobile Environments. Dimitrios Katsaros, Alexandros Nanopoulos, Murat Karakaya, Gökhan Yavas, Özgür Ulusoy, Yannis Manolopoulos |
| 2003 | Coherent Conditional Probability as a Measure of Information of the Relevant Conditioning Events. Giulianella Coletti, Romano Scozzafava |
| 2003 | Combining Pairwise Classifiers with Stacking. Petr Savický, Johannes Fürnkranz |
| 2003 | Combining and Comparing Cluster Methods in a Receptor Database. Elena V. Samsonova, Thomas Bäck, Margot W. Beukers, Adriaan P. IJzerman, Joost N. Kok |
| 2003 | Compression Technique Preserving Correlations of a Multivariate Temporal Sequence. Ahlame Douzal Chouakria |
| 2003 | Condensed Representations in Presence of Missing Values. François Rioult, Bruno Crémilleux |
| 2003 | Constructing Hierarchical Rule Systems. Thomas R. Gabriel, Michael R. Berthold |
| 2003 | Data Clustering in Tolerance Space. Chun-Hung Tzeng, Fu-Shing Sun |
| 2003 | Distributed Regression for Heterogeneous Data Sets. Yan Xing, Michael G. Madden, Jim Duggan, Gerard Lyons |
| 2003 | Evolutionary System Identification via Descriptive Takagi Sugeno Fuzzy Systems. Ingo Renners, Adolf Grauel |
| 2003 | Fuzzy Clustering Based Segmentation of Time-Series. János Abonyi, Balazs Feil, Sándor Zoltán Németh, Peter Arva |
| 2003 | Fuzzy Clustering of Short Time-Series and Unevenly Distributed Sampling Points. Carla S. Möller-Levet, Frank Klawonn, Kwang-Hyun Cho, Olaf Wolkenhauer |
| 2003 | Gaussian Mixture Density Estimation Applied to Microarray Data. Christine Steinhoff, Tobias Müller, Ulrike A. Nuber, Martin Vingron |
| 2003 | Genetic Approach to Constructive Induction Based on Non-algebraic Feature Representation. Leila Shila Shafti, Eduardo Pérez |
| 2003 | Genome-Wide Prokaryotic Promoter Recognition Based on Sequence Alignment Kernel. Leo Gordon, Alexey Ya. Chervonenkis, Alex J. Gammerman, Ilham A. Shahmuradov, Victor V. Solovyev |
| 2003 | Guided Incremental Construction of Belief Networks. Charles A. Sutton, Brendan Burns, Clayton T. Morrison, Paul R. Cohen |
| 2003 | Interval Estimation Naïve Bayes. Víctor Robles, Pedro Larrañaga, José M. Peña, Ernestina Menasalvas Ruiz, María S. Pérez |
| 2003 | Large Scale Mining of Molecular Fragments with Wildcards. Heiko Hofer, Christian Borgelt, Michael R. Berthold |
| 2003 | Learning Dynamic Bayesian Networks from Multivariate Time Series with Changing Dependencies. Allan Tucker, Xiaohui Liu |
| 2003 | Learning Linear Classifiers Sensitive to Example Dependent and Noisy Costs. Peter Geibel, Ulf Brefeld, Fritz Wysotzki |
| 2003 | Learning to Answer Emails. Michael Kockelkorn, Andreas Lüneburg, Tobias Scheffer |
| 2003 | Measures of Rule Quality for Feature Selection in Text Categorization. Elena Montañés, Javier Fernández, Irene Díaz, Elías F. Combarro, José Ranilla |
| 2003 | Minimum Message Length Criterion for Second-Order Polynomial Model Selection Applied to Tropical Cyclone Intensity Forecasting. Grace W. Rumantir, Chris S. Wallace |
| 2003 | Mining Networks and Central Entities in Digital Libraries. A Graph Theoretic Approach Applied to Co-author Networks. Peter Mutschke |
| 2003 | Numerical Attributes in Decision Trees: A Hierarchical Approach. Fernando Berzal Galiano, Juan C. Cubero, Nicolás Marín, Daniel Sánchez |
| 2003 | Obtaining Quality Microarray Data via Image Reconstruction. Paul O'Neill, George D. Magoulas, Xiaohui Liu |
| 2003 | On the Use of the GTM Algorithm for Mode Detection. Susana Vegas-Azcárate, Jorge Muruzábal |
| 2003 | Pruning for Monotone Classification Trees. A. J. Feelders, Martijn Pardoel |
| 2003 | Refined Shared Nearest Neighbors Graph for Combining Multiple Data Clusterings. Hanan Ayad, Mohamed S. Kamel |
| 2003 | Regularization Methods for Additive Models. Marta Avalos, Yves Grandvalet, Christophe Ambroise |
| 2003 | Regularized Learning with Flexible Constraints. Eyke Hüllermeier |
| 2003 | Resolving Rule Conflicts with Double Induction. Tony Lindgren, Henrik Boström |
| 2003 | Selective Sampling with a Hierarchical Latent Variable Model. Hiroshi Mamitsuka |
| 2003 | Similarity Based Classification. Axel E. Bernal, Karen Hospevian, Tayfun Karadeniz, Jean-Louis Lassez |
| 2003 | Similarity-Based Neural Networks for Applications in Computational Molecular Biology. Igor Fischer |
| 2003 | Solving Classification Problems Using Infix Form Genetic Programming. Mihai Oltean, Crina Grosan |
| 2003 | Study of Canada/US Dollar Exchange Rate Movements Using Recurrent Neural Network Model of FX-Market. Ashwani Kumar, D. P. Agrawal, Shiv Dutt Joshi |
| 2003 | Text Categorization Using Hybrid Multiple Model Schemes. In-Cheol Kim, Soon-Hee Myoung |
| 2003 | The Smaller the Better: Comparison of Two Approaches for Sales Rate Prediction. Martin Lauer, Martin A. Riedmiller, Thomas Ragg, Walter Baum, Michael Wigbers |
| 2003 | Topology and Intelligent Data Analysis. Vanessa Robins, Jennifer Abernethy, N. Rooney, Elizabeth Bradley |
| 2003 | Towards Automated Electrocardiac Map Interpretation: An Intelligent Contouring Tool Based on Spatial Aggregation. Liliana Ironi, Stefania Tentoni |
| 2003 | Using Domain Specific Knowledge for Automated Modeling. Ljupco Todorovski, Saso Dzeroski |
| 2003 | Very Predictive Ngrams for Space-Limited Probabilistic Models. Paul R. Cohen, Charles A. Sutton |
| 2003 | What Is Fuzzy about Fuzzy Clustering? Understanding and Improving the Concept of the Fuzzifier. Frank Klawonn, Frank Höppner |