| 2004 | Data augmentation for linearly separable feature space. | EunSang Bak |
| 2004 | EMPRR: a high-dimensional EM-based peicewise regression algorithm. | Manimozhiyan Arumugam, Stephen D. Scott |
| 2004 | Sparse representations and performances in support vector machines. | Nicola Ancona, Rosalia Maglietta, Ettore Stella |
| 2003 | Learning Characteristic Rules for Fuzzy Classes And Its Application to Analysis of Weather Impact on National Airspace System Performance. | J. Zhang, M. Virginia |
| 2003 | Computing with Words and Perceptions - A Paradigm Shift in Computing and Decision Analysis and Machine Intelligence. | Lotfi A. Zadeh |
| 2003 | Adaptive Divide-and-Conquer Using Populations and Ensembles. | Xin Yao |
| 2003 | Efficient Value Iteration Using Partitioned Models. | David Wingate, Kevin D. Seppi |
| 2003 | Discretization Algorithms for Inductive Learning. | M. Arif Wani |
| 2003 | Medical Dynamic Data Series Prediction Using Neural Network Methods. | Wieslaw Wajs |
| 2003 | Classification of Critical Driving Events. | Kari Torkkola, Noel Massey, Bob Leivian, Chip Wood, John Summers, Snehal Kundalkar |
| 2003 | Server Intrusion Detection Using SAFARI Algorithm. | Marc Thomas, M. Arif Wani |
| 2003 | An Agent-Based Distance Teaching System. | B. Sofiane, S. Zaidi |
| 2003 | The Consolidation of Neural Network Task Knowledge. | Daniel L. Silver, Peter McCracken |
| 2003 | On the Evaluation of Text Processing in Text Categorization. | Catarina Silva, Bernardete Ribeiro |
| 2003 | Efficient Dictionary Compression for On-line Character Recognition. | Jungpil Shin |
| 2003 | Mining Interesting Temporal Rules with Genetic Programming and Specialized Hardware. | Pl Strom, Magnus Lie Hetland |
| 2003 | Using a Family of Perceptron-Based Neural Networks for Detecting Central Vestibular System Problems. | Luiz Garcia Palma Neto, Lucas Baggio Figueira, Maria do Carmo Nicoletti |
| 2003 | Testing Intelligent Tutoring System. | Mircea Gh. Negoita, David Pritchard |
| 2003 | Fast Decision Tree Learning Algorithms for Microarray Data Collections. | Xiaoyong Li, Christoph F. Eick |
| 2003 | Fast Class-Attribute Interdependence Maximization (CAIM) Discretization Algorithm. | Lukasz A. Kurgan, Krzysztof J. Cios |
| 2003 | Routine Human-Competitive Machine Intelligence by means of Genetic Programming. | John R. Koza |
| 2003 | Co-evolution of Successful Trading Strategies in A Simulated Stock Market. | Graham Kendall, Yan Su |
| 2003 | Efficient Implementation of Strong Negative Association Rules. | Mehmed M. Kantardzic, Antonio Badia |
| 2003 | Robust Support Vector Machines for Anomaly Detection in Computer Security. | Wenjie Hu, Yihua Liao, V. Rao Vemuri |
| 2003 | Dynamic Joint Action Perception for Q-Learning Agents. | Nancy Fulda, Dan Ventura |