| 1 | -- | 0 | Fazel Famili. Letter From the Editor |
| 3 | -- | 23 | Fazel Famili, Wei-Min Shen, Richard Weber, Evangelos Simoudis. Data Preprocessing and Intelligent Data Analysis |
| 25 | -- | 48 | Alberto Muñoz. Compound Key Word Generation from Document Databases Using A Hierarchical Clustering ART Model |
| 49 | -- | 58 | Dan Rasmussen, Ronald R. Yager. Summary SQL - A Fuzzy Tool For Data Mining |
| 59 | -- | 68 | Jutta Schiffers. A Classification Approach Incorporating Misclassification Costs |
| 69 | -- | 0 | Fazel Famili. Letter From the Editor |
| 71 | -- | 84 | Laurent Wendling, Jacky Desachy, Alain Paries. Pattern Recognition by Splitting Images Into Trees of Fuzzy Regions |
| 85 | -- | 99 | Karlene A. Kosanovich, Michael J. Piovoso. PCA of Wavelet Transformed Process Data for Monitoring |
| 101 | -- | 118 | Adnan Amin, Sameer Singh. Machine Recognition of Hand-Printed Chinese Characters |
| 119 | -- | 127 | Olaf Wolkenhauer, John M. Edmunds. Possibilistic Testing of Distribution Functions for Change Detection |
| 129 | -- | 130 | Fazel Famili. Letter From the Editor |
| 131 | -- | 156 | Manoranjan Dash, Huan Liu. Feature Selection for Classification |
| 157 | -- | 179 | Robert Susmaga. Analyzing Discretizations of Continuous Attributes Given a Monotonic Discrimination Function |
| 181 | -- | 205 | Kai Ming Ting. Decision Combination Based on the Characterisation of Predictive Accuracy |
| 207 | -- | 213 | David A. Maluf. Monotonicity of Entropy Computations in Belief Functions |
| 215 | -- | 0 | . Erratum |
| 217 | -- | 218 | Fazel Famili. Letter to the Editor |
| 219 | -- | 244 | Zoltán Alexin, Tibor Gyimóthy, Henrik Boström. IMPUT: An Interactive Learning Tool Based on Program Specialization |
| 245 | -- | 262 | Riccardo Bellazzi, Paolo Magni, Giuseppe De Nicolao. Dynamic Probabilistic Networks for Modelling and Identifying Dynamic Systems: a MCMC Approach |
| 263 | -- | 274 | Olivier Bailleux, Jean-Jacques Chabrier. Counting by Statistics on Search Trees: Application to Constraint Satisfaction Problems |
| 275 | -- | 292 | Luís Torgo, João Gama. Regression Using Classification Algorithms |