| 2005 | New filter-based feature selection criteria for identifying differentially expressed genes. | Lit-Hsin Loo, Samuel Roberts, Leonid Hrebien, Moshe Kam |
| 2005 | Direct evolution of hierarchical solutions with self-emergent substructures. | Xin Li, Chi Zhou, Weimin Xiao, Peter C. Nelson |
| 2005 | The application of machine learning techniques to the prediction of erectile dysfunction. | Hui Liu, Ash Kshirsagar, Craig Niederberger |
| 2005 | Drug design by machine learning: ensemble learning for QSAR modeling. | Ying Liu |
| 2005 | Discriminating transmembrane proteins from signal peptides using SVM-Fisher approach. | Li Liao, Robel Y. Kahsay, Guang R. Gao |
| 2005 | Automatic defect classification using boosting. | Sang Hwa Lee, Hong Il Kim, Nam Ik Cho, Yu Han Jeong, Ki Suk Chung, Chung Sam Jun |
| 2005 | Comparing machine learning classification schemes - a GIS approach. | Alina Lazar, Bradley Shellito |
| 2005 | Integrating knowledge-driven and data-driven approaches for the derivation of clinical prediction rules. | Mila Kwiatkowska, Anthony S. Atkins, Najib T. Ayas, C. Frank Ryan |
| 2005 | Face recognition using OPRA-faces. | Effrosini Kokiopoulou, Yousef Saad |
| 2005 | An efficient multicategory classifier based on AdaBoosting. | Hong Il Kim, Sang Hwa Lee, Nam Ik Cho |
| 2005 | Intrusion detection in wireless networks using clustering techniques with expert analysis. | Taghi M. Khoshgoftaar, Shyam Varan Nath, Shi Zhong, Naeem Seliya |
| 2005 | Identifying noise in an attribute of interest. | Taghi M. Khoshgoftaar, Jason Van Hulse |
| 2005 | Learning contextual behavior of text data. | Hemant Joshi, Coskun Bayrak |
| 2005 | Decoupling of clustering and classification steps in a cluster-based classification. | Ray R. Hashemi, Mahmood Bahar, Christopher Childers, Alexander A. Tyler |
| 2005 | Equating interestingness of causal rules via graded response theory. | Shinichi Hamano |
| 2005 | Effective data mining by integrating genetic algorithm into the data preprocessing phase. | Janaki Gopalan, Emin Erkan Korkmaz, Reda Alhajj, Ken Barker |
| 2005 | The data mining advisor: meta-learning at the service of practitioners. | Christophe G. Giraud-Carrier |
| 2005 | A new clustering algorithm using message passing and its applications in analyzing microarray data. | Huimin Geng, Xutao Deng, Hesham H. Ali |
| 2005 | Incorporating prior knowledge into Q-learning for drug delivery individualization. | Adam E. Gaweda, Mehmet Kerem Mezzinoglu, George R. Aronoff, Alfred A. Jacobs, Jacek M. Zurada, Michael E. Brier |
| 2005 | Sparse classifiers for Automated HeartWall Motion Abnormality Detection. | Glenn Fung, Maleeha Qazi, Sriram Krishnan, Jinbo Bi, R. Bharat Rao, A. Katz |
| 2005 | A Bayesian kernel for the prediction of neuron properties from binary gene profiles. | Franois Fleuret, Wulfram Gerstner |
| 2005 | Switching for functional localization of genetic network programming. | Shinji Eto, Kotaro Hirasawa, Jinglu Hu |
| 2005 | TSTMT: step towards an accurate Thai sign translation. | Thammanoon Ditcharoen, Kanlaya Naruedomkul, Nick Cercone, Bundit Tipakorn |
| 2005 | A new graph-based evolutionary approach to sequence clustering. | Gl Nildem Demir, A. Sima Etaner-Uyar, Sule Gndz gdc |
| 2005 | Iterative weighting of phylogenetic profiles increases classification accuracy. | Roger A. Craig, Li Liao |