| 1 | -- | 2 | Fazel Famili. Letter From the Editor |
| 3 | -- | 18 | Eric Bloedorn, Inderjeet Mani. Using NLP for Machine Learning of User Profiles |
| 19 | -- | 30 | Milan Milatovic, Adedeji B. Badiru. Fast Estimation of the Modal Position for Unimodally Distributed Data |
| 31 | -- | 44 | Nikolay I. Nikolaev, Vanio Slavov. Inductive Genetic Programming with Decision Trees |
| 45 | -- | 62 | Alvin C. M. Kwan, Edward P. K. Tsang, James E. Borrett. Predicting Phase Transitions of Binary Constraint Satisfaction Problems with Constraint Graph Information |
| 63 | -- | 66 | Xiaohui Liu, Paul R. Cohen, Michael R. Berthold. Editorial: Reasoning About Data |
| 67 | -- | 79 | David J. Hand. Intelligent Data Analysis: Issues and Opportunities |
| 81 | -- | 96 | Chidanand Apté, Se June Hong, Jonathan R. M. Hosking, Jorge Lepre, Edwin P. D. Pednault, Barry K. Rosen. Decomposition of Heterogeneous Classification Problems |
| 97 | -- | 122 | Riccardo Bellazzi, Cristiana Larizza, Alberto Riva. Temporal Abstractions for Interpreting Diabetic Patients Monitoring Data |
| 123 | -- | 138 | Elizabeth Bradley, Matthew Easley. Reasoning about Sensor Data for Automated System Identification |
| 139 | -- | 160 | Marco Ramoni, Paola Sebastiani. Parameter Estimation in Bayesian Networks from Incomplete Databases |
| 163 | -- | 164 | Fazel Famili. Letter From the Editor |
| 165 | -- | 185 | Yuanhui Zhou, Yuchang Lu, Chunyi Shi. Mining Classification Rules in Multistrategy Learning Approach |
| 187 | -- | 202 | Pedro Domingos. Knowledge Discovery Via Multiple Models |
| 203 | -- | 214 | Matthew Partridge, Rafael A. Calvo. Fast Dimensionality Reduction and Simple PCA |
| 215 | -- | 227 | Shusaku Tsumoto. Extraction of Experts Decision Rules from Clinical Databases Using Rough Set Model |
| 229 | -- | 244 | Eric Boudaillier, Georges Hébrail. Interactive Interpretation of Hierarchical Clustering |
| 245 | -- | 255 | Lewis Frey, Cen Li, Douglas A. Talbert, Douglas H. Fisher. A Review of the Fourteenth International Conference on Machine Learning |
| 263 | -- | 264 | Fazel Famili. Letter From the Editor |
| 265 | -- | 286 | Joaquim Pinto da Costa, Israel-César Lerman. ARCADE: A Prediction Method for Nominal Variables |
| 287 | -- | 301 | Sylvian R. Ray, William H. Hsu. Self-Organized-Expert Modular Network for Classification of Spatiotemporal Sequences |
| 303 | -- | 310 | Nitin Indurkhya, Sholom M. Weiss. Estimating Performance Gains for Voted Decision Trees |
| 311 | -- | 332 | Luis M. Camarinha-Matos, Fernando J. Martinelli. Application of Machine Learning in Water Distribution Networks |
| 333 | -- | 347 | Matt Humphrey, Sally Jo Cunningham, Ian H. Witten. Knowledge Visualization Techniques for Machine Learning |