| 1999 | "Seeing" Objects in Spatial Datasets. Xingang Huang, Feng Zhao |
| 1999 | 3D Grand Tour for Multidimensional Data and Clusters. Li Yang |
| 1999 | A "Top-Down and Prune" Induction Scheme for Constrained Decision Committees. Richard Nock, Pascal Jappy |
| 1999 | A Comparison of Genetic Programming Variants for Data Classification. Jeroen Eggermont, A. E. Eiben, Jano I. van Hemert |
| 1999 | A Conceptual Graph Approach for Video Data Representation and Retrieval. Nastaran Fatemi, Philippe Mulhem |
| 1999 | A Decision Tree Algorithm for Ordinal Classification. Rob Potharst, Jan C. Bioch |
| 1999 | A Method for Temporal Knowledge Conversion. Gabriela Guimarães, Alfred Ultsch |
| 1999 | ALM: A Methodology for Designing Accurate Linguistic Models for Intelligent Data Analysis. Oscar Cordón, Francisco Herrera |
| 1999 | Adaptive Information Filtering Algorithms. Daniel R. Tauritz, Ida G. Sprinkhuizen-Kuyper |
| 1999 | Adjusted Estimation for the Combination of Classifiers. Bart J. A. Mertens, David J. Hand |
| 1999 | Advances in Intelligent Data Analysis, Third International Symposium, IDA-99, Amsterdam, The Netherlands, August 1999, Proceedings David J. Hand, Joost N. Kok, Michael R. Berthold |
| 1999 | Application of Rough Sets Algorithms to Prediction of Aircraft Component Failure. José M. Peña, Sylvain Létourneau, Fazel Famili |
| 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 | Building Classes in Object-Based Languages by Automatic Clustering. Petko Valtchev |
| 1999 | Computer-Assisted Classification of Legal Abstracts. Bokyung Yang-Stephens, M. Charles Swope, Jeffrey Locke, Isabelle Moulinier |
| 1999 | Data Mining for the Detection of Turning Points in Financial Time Series. Thorsten Poddig, Claus Huber |
| 1999 | Data-Driven Theory Refinement Using Jihoon Yang, Rajesh Parekh, Vasant G. Honavar, Drena Dobbs |
| 1999 | Discovering Dynamics Using Bayesian Clustering. Paola Sebastiani, Marco Ramoni, Paul R. Cohen, John Warwick, James Davis |
| 1999 | Discriminative Power of Input Features in a Fuzzy Model. Rosaria Silipo, Michael R. Berthold |
| 1999 | Evaluating an Eye Screening Test. Gongxian Cheng, Kwawen Cho, Xiaohui Liu, George Loizou, John Xingwang Wu |
| 1999 | Evolutionary Computation to Search for Strongly Correlated Variables in High-Dimensional Time-Series. Stephen Swift, Allan Tucker, Xiaohui Liu |
| 1999 | Exploiting Sample-Data Distributions to Reduce the Cost of Nearest-Neighbor Searches with Kd-Trees. Douglas A. Talbert, Douglas H. Fisher |
| 1999 | Exploiting Similarity for Supporting Data Analysis and Problem Solving. Eyke Hüllermeier |
| 1999 | Exploiting Structural Information for Text Classification on the WWW. Johannes Fürnkranz |
| 1999 | Feature Selection as Retrospective Pruning in Hierarchical Clustering. Luis Talavera |
| 1999 | From Theoretical Learnability to Statistical Measures of the Learnable. Marc Sebban, Gilles Richard |
| 1999 | Fuzzy Clustering Based on Modified Distance Measures. Frank Klawonn, Annette Keller |
| 1999 | Integrating Declarative Knowledge in Hierarchical Clustering Tasks. Luis Talavera, Javier Béjar |
| 1999 | Intelligent Monitoring Method Using Time Varying Binomial Distribution Models for Pseudo-Periodic Communication Traffic. Kazunori Matsumoto, Kazuo Hashimoto |
| 1999 | Intrusion Detection through Behavioral Data. Daniele Gunetti, Giancarlo Ruffo |
| 1999 | Knowledge-Based Visualization to Support Spatial Data Mining. Gennady L. Andrienko, Natalia V. Andrienko |
| 1999 | Learning Elements of Representations for Redescribing Robot Experiences. Laura Firoiu, Paul R. Cohen |
| 1999 | Mining Clusters with Association Rules. Walter A. Kosters, Elena Marchiori, Ard A. J. Oerlemans |
| 1999 | Monitoring Human Information Processing via Intelligent Data Analysis of EEG Recordings. Arthur Flexer, Herbert Bauer |
| 1999 | Multi-agent Web Information Retrieval: Neural Network Based Approach. Yong S. Choi, Suk I. Yoo |
| 1999 | Multiple Prototype Model for Fuzzy Clustering. Susana Nascimento, Boris G. Mirkin, Fernando Moura-Pires |
| 1999 | Nonparametric Linear Discriminant Analysis by Recursive Optimization with Random Initialization. Mayer E. Aladjem |
| 1999 | Probabilistic Topic Maps: Navigating through Large Text Collections. Thomas Hofmann |
| 1999 | Pump Failure Detection Using Support Vector Data Descriptions. David M. J. Tax, Alexander Ypma, Robert P. W. Duin |
| 1999 | Reasoning about Input-Output Modeling of Dynamical Systems. Matthew Easley, Elizabeth Bradley |
| 1999 | Sequential Control Logic Inferring Method from Observed Plant I/O Data. Yoshitomo Ikkai, Kazuhisa Ikeda, Norihisa Komoda, Akira Yamane, Isao Tone |
| 1999 | Supervised Classification Problems: How to Be Both Judge and Jury. Mark G. Kelly, David J. Hand, Niall M. Adams |
| 1999 | Temporal Pattern Generation Using Hidden Markov Model Based Unsupervised Classification. Cen Li, Gautam Biswas |
| 1999 | The Biases of Decision Tree Pruning Strategies. Tapio Elomaa |
| 1999 | Undoing Statistical Advice. Russell G. Almond |