| 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 | A General Algorithm for Approximate Inference in Multiply Sectioned Bayesian Networks. Hongwei Zhang, Fengzhan Tian, Yuchang Lu |
| 2001 | A Mixture-of-Experts Framework for Learning from Imbalanced Data Sets. Andrew Estabrooks, Nathalie Japkowicz |
| 2001 | A New Framework to Assess Association Rules. Fernando Berzal Galiano, Ignacio J. Blanco, Daniel Sánchez, María Amparo Vila Miranda |
| 2001 | A Search Engine for Morphologically Complex Languages. Udo Hahn, Martin Honeck, Stefan Schulz |
| 2001 | Active Hidden Markov Models for Information Extraction. Tobias Scheffer, Christian Decomain, Stefan Wrobel |
| 2001 | Adaptive Lightweight Text Filtering. Gabriel Somlo, Adele E. Howe |
| 2001 | Advances in Intelligent Data Analysis, 4th International Conference, IDA 2001, Cascais, Portugal, September 13-15, 2001, Proceedings Frank Hoffmann, David J. Hand, Niall M. Adams, Douglas H. Fisher, Gabriela Guimarães |
| 2001 | An Algorithm for Segmenting Categorical Time Series into Meaningful Episodes. Paul R. Cohen, Niall M. Adams |
| 2001 | An Empirical Comparison of Pruning Methods for Ensemble Classifiers. Terry Windeatt, Gholamreza Ardeshir |
| 2001 | An Evaluation of Grading Classifiers. Alexander K. Seewald, Johannes Fürnkranz |
| 2001 | An Intelligent Decision Support Model for Aviation Weather Forcasting. Sérgio Viademonte, Frada Burstein |
| 2001 | Analyzing Data Clusters: A Rough Sets Approach to Extract Cluster-Defining Symbolic Rules. Syed Sibte Raza Abidi, Kok Meng Hoe, Alwyn Goh |
| 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 | Closed Set Based Discovery of Representative Association Rules. Marzena Kryszkiewicz |
| 2001 | Communities of Interest. Corinna Cortes, Daryl Pregibon, Chris Volinsky |
| 2001 | Correlation-Based and Contextual Merit-Based Ensemble Feature Selection. Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk |
| 2001 | Data Mining with Products of Trees. José Tomé A. S. Ferreira, David G. T. Denison, David J. Hand |
| 2001 | Errors Detection and Correction in Large Scale Data Collecting. Renato Bruni, Antonio Sassano |
| 2001 | Feature Characterization in Scientific Datasets. Elizabeth Bradley, Nancy Collins, W. Philip Kegelmeyer |
| 2001 | Finding Informative Rules in Interval Sequences. Frank Höppner, Frank Klawonn |
| 2001 | Finding Polynomials to Fit Multivariate Data Having Numeric and Nominal Variables. Ryohei Nakano, Kazumi Saito |
| 2001 | Fluent Learning: Elucidating the Structure of Episodes. Paul R. Cohen |
| 2001 | Functional Trees for Regression. João Gama |
| 2001 | Generating Fuzzy Summaries from Fuzzy Multidimensional Databases. Anne Laurent |
| 2001 | Intelligent Sensor Analysis and Actuator Control. Matthew Easley, Elizabeth Bradley |
| 2001 | Investigating Temporal Patterns of Fault Behaviour within Large Telephony Networks. Dave Yearling, David J. Hand |
| 2001 | MAMBO: Discovering Association Rules Based on Conditional Independencies. Robert Castelo, A. J. Feelders, Arno Siebes |
| 2001 | Model Building for Random Fields. Richard H. Glendinning |
| 2001 | Nonmetric Multidimensional Scaling with Neural Networks. Michiel C. van Wezel, Walter A. Kosters, Peter van der Putten, Joost N. Kok |
| 2001 | Predicting Time-Varying Functions with Local Models. Achim Lewandowski, Peter Protzel |
| 2001 | RNA-Sequence-Structure Properties and Selenocysteine Insertion. Rolf Backofen |
| 2001 | Relevance Feedback in the Bayesian Network Retrieval Model: An Approach Based on Term Instantiation. Luis M. de Campos, Juan M. Fernández-Luna, Juan F. Huete |
| 2001 | S Masahiro Terabe, Takashi Washio, Hiroshi Motoda |
| 2001 | Sampling of Highly Correlated Data for Polynomial Regression and Model Discovery. Grace W. Rumantir, Chris S. Wallace |
| 2001 | Self-Supervised Chinese Word Segmentation. Fuchun Peng, Dale Schuurmans |
| 2001 | Tagging with Small Training Corpora. Nuno M. C. Marques, José Gabriel Pereira Lopes |
| 2001 | The IDA'01 Robot Data Challenge. Paul R. Cohen, Niall M. Adams, David J. Hand |
| 2001 | Using Multiattribute Prediction Suffix Graphs for Spanish Part-of-Speech Tagging. José Luis Triviño-Rodriguez, Rafael Morales Bueno |