| 2005 | A Distance-Based Method for Preference Information Retrieval in Paired Comparisons. Esther Dopazo, Jacinto González-Pachón, Juan Robles |
| 2005 | A Knowledge-Based Model for Analyzing GSM Network Performance. Pasi Lehtimäki, Kimmo Raivio |
| 2005 | A Mixture Model-Based On-line CEM Algorithm. Allou Samé, Gérard Govaert, Christophe Ambroise |
| 2005 | A New Hybrid NM Method and Particle Swarm Algorithm for Multimodal Function Optimization. Fang Wang, Yuhui Qiu, Yun Bai |
| 2005 | Adaptive Classifier Combination for Visual Information Processing Using Data Context-Awareness. Mi Young Nam, Phill-Kyu Rhee |
| 2005 | Advances in Intelligent Data Analysis VI, 6th International Symposium on Intelligent Data Analysis, IDA 2005, Madrid, Spain, September 8-10, 2005, Proceedings A. Fazel Famili, Joost N. Kok, José María Peña Sánchez, Arno Siebes, A. J. Feelders |
| 2005 | An Evaluation of Filter and Wrapper Methods for Feature Selection in Categorical Clustering. Luis Talavera |
| 2005 | Analysis of Feature Rankings for Classification. Roberto Ruiz, Jesús S. Aguilar-Ruiz, José Cristóbal Riquelme Santos, Norberto Díaz-Díaz |
| 2005 | Balancing Strategies and Class Overlapping. Gustavo E. A. P. A. Batista, Ronaldo C. Prati, Maria Carolina Monard |
| 2005 | Bayesian Network Classifiers for Time-Series Microarray Data. Allan Tucker, Veronica Vinciotti, Peter A. C. 't Hoen, Xiaohui Liu |
| 2005 | Bayesian Networks Learning for Gene Expression Datasets. Giacomo Gamberoni, Evelina Lamma, Fabrizio Riguzzi, Sergio Storari, Stefano Volinia |
| 2005 | Biological Cluster Validity Indices Based on the Gene Ontology. Nora Speer, Christian Spieth, Andreas Zell |
| 2005 | Block Clustering of Contingency Table and Mixture Model. Mohamed Nadif, Gérard Govaert |
| 2005 | Combining Bayesian Networks with Higher-Order Data Representations. Elias Gyftodimos, Peter A. Flach |
| 2005 | Condensed Nearest Neighbor Data Domain Description. Fabrizio Angiulli |
| 2005 | Dealing with Data Corruption in Remote Sensing. Choh Man Teng |
| 2005 | Detecting Groups of Anomalously Similar Objects in Large Data Sets. Zhicheng Zhang, David J. Hand |
| 2005 | Discriminative Remote Homology Detection Using Maximal Unique Sequence Matches. Hasan Ogul, Ü. Erkan Mumcuoglu |
| 2005 | Exploring Hierarchical Rule Systems in Parallel Coordinates. Thomas R. Gabriel, A. Simona Pintilie, Michael R. Berthold |
| 2005 | Extending the GA-EDA Hybrid Algorithm to Study Diversification and Intensification in GAs and EDAs. Víctor Robles, José M. Peña, María S. Pérez, Pilar Herrero, Óscar Cubo |
| 2005 | Extending the SOM Algorithm to Visualize Word Relationships. Manuel Martín-Merino, Alberto Muñoz |
| 2005 | FCLib: A Library for Building Data Analysis and Data Discovery Tools. Wendy S. Koegler, W. Philip Kegelmeyer |
| 2005 | Feature Discovery in Classification Problems. Manuel del Valle, Beatriz Sánchez, Luis Fernando Lago-Fernández, Fernando J. Corbacho |
| 2005 | From Local Pattern Mining to Relevant Bi-cluster Characterization. Ruggero G. Pensa, Jean-François Boulicaut |
| 2005 | Kernel K-Means for Categorical Data. Julia Couto |
| 2005 | Keystroke Analysis of Different Languages: A Case Study. Daniele Gunetti, Claudia Picardi, Giancarlo Ruffo |
| 2005 | Knowledge Discovery in the Identification of Differentially Expressed Genes in Tumoricidal Macrophage. A. Fazel Famili, Ziying Liu, Pedro Carmona-Saez, Alaka Mullick |
| 2005 | Learning Label Preferences: Ranking Error Versus Position Error. Eyke Hüllermeier, Johannes Fürnkranz |
| 2005 | Learning from Ambiguously Labeled Examples. Eyke Hüllermeier, Jürgen Beringer |
| 2005 | MDS Frank Rehm, Frank Klawonn, Rudolf Kruse |
| 2005 | Machine-Learning with Cellular Automata. Petra Povalej, Peter Kokol, Tatjana Welzer-Druzovec, Bruno Stiglic |
| 2005 | Miner Ants Colony: A New Approach to Solve a Mine Planning Problem. María Cristina Riff, Michael Moossen, Xavier Bonnaire |
| 2005 | Modeling Conditional Distributions of Continuous Variables in Bayesian Networks. Barry R. Cobb, Rafael Rumí, Antonio Salmerón |
| 2005 | Modelling the Relationship Between Streamflow and Electrical Conductivity in Hollin Creek, Southeastern Australia. Jess Spate |
| 2005 | Probabilistic Latent Clustering of Device Usage. Jean-Marc Andreoli, Guillaume Bouchard |
| 2005 | Pulse: Mining Customer Opinions from Free Text. Michael Gamon, Anthony Aue, Simon Corston-Oliver, Eric K. Ringger |
| 2005 | Regularized Least-Squares for Parse Ranking. Evgeni Tsivtsivadze, Tapio Pahikkala, Sampo Pyysalo, Jorma Boberg, Aleksandr Mylläri, Tapio Salakoski |
| 2005 | Reliable Hierarchical Clustering with the Self-organizing Map. Elena V. Samsonova, Thomas Bäck, Joost N. Kok, Adriaan P. IJzerman |
| 2005 | Removing Statistical Biases in Unsupervised Sequence Learning. Yoav Horman, Gal A. Kaminka |
| 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 | Self-poised Ensemble Learning. Ricardo Ñanculef, Carlos Valle, Héctor Allende, Claudio Moraga |
| 2005 | Sentiment Classification Using Information Extraction Technique. Jian Liu, Jianxin Yao, Gengfeng Wu |
| 2005 | Spatial Approach to Pose Variations in Face Verification. Licesio J. Rodríguez-Aragón, Ángel Serrano, Cristina Conde, Enrique Cabello |
| 2005 | Statistical Recognition of Noun Phrases in Unrestricted Text. Jose Ignacio Serrano, Lourdes Araujo |
| 2005 | Successive Restrictions Algorithm in Bayesian Networks. Linda Smail, Jean-Pierre Raoult |
| 2005 | Towards Automatic and Optimal Filtering Levels for Feature Selection in Text Categorization. Elena Montañés, Elías F. Combarro, Irene Díaz, José Ranilla |
| 2005 | Using Genetic Algorithms to Improve Accuracy of Economical Indexes Prediction. Óscar Cubo, Víctor Robles, Javier Segovia, Ernestina Menasalvas Ruiz |