| 2001 | Nonmetric Multidimensional Scaling with Neural Networks. | Michiel C. van Wezel, Walter A. Kosters, Peter van der Putten, Joost N. Kok |
| 2001 | An Intelligent Decision Support Model for Aviation Weather Forcasting. | Srgio Viademonte, Frada Burstein |
| 2001 | Using Multiattribute Prediction Suffix Graphs for Spanish Part-of-Speech Tagging. | Jos Luis Trivio-Rodriguez, Rafael Morales Bueno |
| 2001 | S | Masahiro Terabe, Takashi Washio, Hiroshi Motoda |
| 2001 | Adaptive Lightweight Text Filtering. | Gabriel Somlo, Adele E. Howe |
| 2001 | An Evaluation of Grading Classifiers. | Alexander K. Seewald, Johannes Frnkranz |
| 2001 | Active Hidden Markov Models for Information Extraction. | Tobias Scheffer, Christian Decomain, Stefan Wrobel |
| 2001 | Sampling of Highly Correlated Data for Polynomial Regression and Model Discovery. | Grace W. Rumantir, Chris S. Wallace |
| 2001 | Correlation-Based and Contextual Merit-Based Ensemble Feature Selection. | Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk |
| 2001 | Self-Supervised Chinese Word Segmentation. | Fuchun Peng, Dale Schuurmans |
| 2001 | Finding Polynomials to Fit Multivariate Data Having Numeric and Nominal Variables. | Ryohei Nakano, Kazumi Saito |
| 2001 | Tagging with Small Training Corpora. | Nuno M. C. Marques, Jos Gabriel Pereira Lopes |
| 2001 | Building Models of Ecological Dynamics Using HMM Based Temporal Data Clustering - A Preliminary Study. | Cen Li, Gautam Biswas, Mike B. Dale, Pat Dale |
| 2001 | Predicting Time-Varying Functions with Local Models. | Achim Lewandowski, Peter Protzel |
| 2001 | Generating Fuzzy Summaries from Fuzzy Multidimensional Databases. | Anne Laurent |
| 2001 | Closed Set Based Discovery of Representative Association Rules. | Marzena Kryszkiewicz |
| 2001 | A Framework for Modelling Short, High-Dimensional Multivariate Time Series: Preliminary Results in Virus Gene Expression Data Analysis. | Paul Kellam, Xiaohui Liu, Nigel J. Martin, Christine A. Orengo, Stephen Swift, Allan Tucker |
| 2001 | Finding Informative Rules in Interval Sequences. | Frank Hppner, Frank Klawonn |
| 2001 | A Search Engine for Morphologically Complex Languages. | Udo Hahn, Martin Honeck, Stefan Schulz |
| 2001 | Model Building for Random Fields. | Richard H. Glendinning |
| 2001 | Functional Trees for Regression. | Joo Gama |
| 2001 | Data Mining with Products of Trees. | Jos Tom A. S. Ferreira, David G. T. Denison, David J. Hand |
| 2001 | A Mixture-of-Experts Framework for Learning from Imbalanced Data Sets. | Andrew Estabrooks, Nathalie Japkowicz |
| 2001 | Intelligent Sensor Analysis and Actuator Control. | Matthew Easley, Elizabeth Bradley |
| 2001 | Communities of Interest. | Corinna Cortes, Daryl Pregibon, Chris Volinsky |