| 2006 | An Efficient Attribute Reduction Algorithm. | Yuguo He |
| 2006 | Fusion of Domain Knowledge for Dynamic Learning in Transcriptional Networks. | Oscar Harari, Roco Romero-Zliz, Cristina Rubio-Escudero, Igor Zwir |
| 2006 | Bootstrap Prediction Intervals for Nonlinear Time-Series. | Daisuke Haraki, Tomoya Suzuki, Tohru Ikeguchi |
| 2006 | A Fast Data Preprocessing Procedure for Support Vector Regression. | Zhifeng Hao, Wen Wen, Xiaowei Yang, Jie Lu, Guangquan Zhang |
| 2006 | Process State and Progress Visualization Using Self-Organizing Map. | Risto M. Hakala, Timo Simil, Miki Sirola, Jukka Parviainen |
| 2006 | A Simple Approximation for Dynamic Time Warping Search in Large Time Series Database. | Jie Gu, Xiaoming Jin |
| 2006 | Performance of BSDT Decoding Algorithms Based on Locally Damaged Neural Networks. | Petro M. Gopych |
| 2006 | Effectiveness of Considering State Similarity for Reinforcement Learning. | Sertan Girgin, Faruk Polat, Reda Alhajj |
| 2006 | Using Neural Networks to Detect Microfossil Teeth in Somosaguas Sur Paleontological Site. | Roberto Gil-Pita, N. Sala-Burgos |
| 2006 | Regression Analisys of Segmented Parametric Software Cost Estimation Models Using Recursive Clustering Tool. | Miguel Garre, Miguel-ngel Sicilia, Juan J. Cuadrado, M. Charro |
| 2006 | Using Rules Discovery for the Continuous Improvement of e-Learning Courses. | Enrique Garca, Cristbal Romero, Sebastin Ventura, Carlos de Castro |
| 2006 | Convex Perceptrons. | Daniel Garca, Ana M. Gonzlez, Jos R. Dorronsoro |
| 2006 | Incorporating Knowledge in Evolutionary Prototype Selection. | Salvador Garca, Jos Ramn Cano, Francisco Herrera |
| 2006 | A Proposal of Evolutionary Prototype Selection for Class Imbalance Problems. | Salvador Garca, Jos Ramn Cano, Alberto Fernndez, Francisco Herrera |
| 2006 | Combined Effects of Class Imbalance and Class Overlap on Instance-Based Classification. | Vicente Garca, Roberto Alejo, Jos Salvador Snchez, Jos Martnez Sotoca, Ramn Alberto Mollineda |
| 2006 | Evaluation of Decision Tree Pruning with Subadditive Penalties. | Sergio Garca-Moratilla, Gonzalo Martnez-Muoz, Alberto Surez |
| 2006 | Spectral High Resolution Feature Selection for Retrieval of Combustion Temperature Profiles. | Esteban Garca-Cuesta, Ins Mara Galvn, Antonio J. de Castro |
| 2006 | Heterogeneous Domain Ontology for Location Based Information System in a Multi-agent Framework. | Virginia Fuentes, Javier Carb, Jos Manuel Molina |
| 2006 | Planning Under Uncertainty with Abstraction Hierarchies. | Letcia Maria Friske, Carlos H. C. Ribeiro |
| 2006 | Topological Tree Clustering of Web Search Results. | Richard T. Freeman |
| 2006 | Integration of Strategies Based on Relevance Feedback into a Tool for the Retrieval of Mammographic Images. | Albert Fornells, Elisabet Golobardes, X. Vilass, Joan Mart |
| 2006 | Using Rough Set to Find the Factors That Negate the Typical Dependency of a Decision Attribute on Some Condition Attributes. | Honghai Feng, Hao Xu, Baoyan Liu, Bingru Yang, Zhuye Gao, Yueli Li |
| 2006 | Reduced Attribute Oriented Inconsistency Handling in Decision Generation. | Yucai Feng, Wenhai Li, Zehua Lv, Xiaoming Ma |
| 2006 | Evidence Relationship Matrix and Its Application to D-S Evidence Theory for Information Fusion. | Xianfeng Fan, Hong-Zhong Huang, Qiang Miao |
| 2006 | Combining Unsupervised and Supervised Approaches to Feature Selection for Multivariate Signal Compression. | Victor Eruhimov, Vladimir Martyanov, Peter Raulefs, Eugene Tuv |