| 1999 | Application of Rough Sets Algorithms to Prediction of Aircraft Component Failure. | Jos M. Pea, Sylvain Ltourneau, Fazel Famili |
| 1999 | A "Top-Down and Prune" Induction Scheme for Constrained Decision Committees. | Richard Nock, Pascal Jappy |
| 1999 | Multiple Prototype Model for Fuzzy Clustering. | Susana Nascimento, Boris G. Mirkin, Fernando Moura-Pires |
| 1999 | Adjusted Estimation for the Combination of Classifiers. | Bart J. A. Mertens, David J. Hand |
| 1999 | Intelligent Monitoring Method Using Time Varying Binomial Distribution Models for Pseudo-Periodic Communication Traffic. | Kazunori Matsumoto, Kazuo Hashimoto |
| 1999 | Bayesian Neural Network Learning for Prediction in the Australian Dairy Industry. | Paula E. Macrossan, Hussein A. Abbass, Kerrie L. Mengersen, Michael Towsey, Gerard D. Finn |
| 1999 | Temporal Pattern Generation Using Hidden Markov Model Based Unsupervised Classification. | Cen Li, Gautam Biswas |
| 1999 | Mining Clusters with Association Rules. | Walter A. Kosters, Elena Marchiori, Ard A. J. Oerlemans |
| 1999 | Fuzzy Clustering Based on Modified Distance Measures. | Frank Klawonn, Annette Keller |
| 1999 | Supervised Classification Problems: How to Be Both Judge and Jury. | Mark G. Kelly, David J. Hand, Niall M. Adams |
| 1999 | Sequential Control Logic Inferring Method from Observed Plant I/O Data. | Yoshitomo Ikkai, Kazuhisa Ikeda, Norihisa Komoda, Akira Yamane, Isao Tone |
| 1999 | Exploiting Similarity for Supporting Data Analysis and Problem Solving. | Eyke Hllermeier |
| 1999 | "Seeing" Objects in Spatial Datasets. | Xingang Huang, Feng Zhao |
| 1999 | Probabilistic Topic Maps: Navigating through Large Text Collections. | Thomas Hofmann |
| 1999 | Intrusion Detection through Behavioral Data. | Daniele Gunetti, Giancarlo Ruffo |
| 1999 | A Method for Temporal Knowledge Conversion. | Gabriela Guimares, Alfred Ultsch |
| 1999 | Exploiting Structural Information for Text Classification on the WWW. | Johannes Frnkranz |
| 1999 | Monitoring Human Information Processing via Intelligent Data Analysis of EEG Recordings. | Arthur Flexer, Herbert Bauer |
| 1999 | Learning Elements of Representations for Redescribing Robot Experiences. | Laura Firoiu, Paul R. Cohen |
| 1999 | A Conceptual Graph Approach for Video Data Representation and Retrieval. | Nastaran Fatemi, Philippe Mulhem |
| 1999 | The Biases of Decision Tree Pruning Strategies. | Tapio Elomaa |
| 1999 | A Comparison of Genetic Programming Variants for Data Classification. | Jeroen Eggermont, A. E. Eiben, Jano I. van Hemert |
| 1999 | Reasoning about Input-Output Modeling of Dynamical Systems. | Matthew Easley, Elizabeth Bradley |
| 1999 | ALM: A Methodology for Designing Accurate Linguistic Models for Intelligent Data Analysis. | Oscar Cordn, Francisco Herrera |
| 1999 | Multi-agent Web Information Retrieval: Neural Network Based Approach. | Yong S. Choi, Suk I. Yoo |