| 2005 | Learning Ontology-Aware Classifiers. | Jun Zhang, Doina Caragea, Vasant G. Honavar |
| 2005 | Detecting and Revising Misclassifications Using ILP. | Masaki Yokoyama, Tohgoroh Matsui, Hayato Ohwada |
| 2005 | Rule-Based FCM: A Relational Mapping Model. | Ying Yang, Taoshen Li, Jiajin Le |
| 2005 | Active Constrained Clustering by Examining Spectral Eigenvectors. | Qianjun Xu, Marie desJardins, Kiri Wagstaff |
| 2005 | Massive Biomedical Term Discovery. | Joachim Wermter, Udo Hahn |
| 2005 | Exploring Predicate-Argument Relations for Named Entity Recognition in the Molecular Biology Domain. | Tuangthong Wattarujeekrit, Nigel Collier |
| 2005 | SCALETRACK: A System to Discover Dynamic Law Equations Containing Hidden States and Chaos. | Takashi Washio, Fuminori Adachi, Hiroshi Motoda |
| 2005 | Pattern Classification via Single Spheres. | Jigang Wang, Predrag Neskovic, Leon N. Cooper |
| 2005 | Network Boosting for BCI Applications. | Shijun Wang, Zhonglin Lin, Changshui Zhang |
| 2005 | An Algorithm for Mining Implicit Itemset Pairs Based on Differences of Correlations. | Tsuyoshi Taniguchi, Makoto Haraguchi |
| 2005 | Learning On-Line Classification via Decorrelated LMS Algorithm: Application to Brain-Computer Interfaces. | Shiliang Sun, Changshui Zhang |
| 2005 | CLASSIC'CL: An Integrated ILP System. | Christian Stolle, Andreas Karwath, Luc De Raedt |
| 2005 | The Arrowsmith Project: 2005 Status Report. | Neil R. Smalheiser |
| 2005 | Discovering User Preferences by Using Time Entries in Click-Through Data to Improve Search Engine Results. | Parthasarathy Ramachandran |
| 2005 | Monotone Classification by Function Decomposition. | Viara Popova, Jan C. Bioch |
| 2005 | Finding Significant Web Pages with Lower Ranks by Pseudo-Clique Search. | Yoshiaki Okubo, Makoto Haraguchi, Bin Shi |
| 2005 | The | Nobuhito Ohkura, Kouichi Hirata, Tetsuji Kuboyama, Masateru Harao |
| 2005 | Measuring Over-Generalization in the Minimal Multiple Generalizations of Biosequences. | Yen Kaow Ng, Hirotaka Ono, Takeshi Shinohara |
| 2005 | Support Vector Inductive Logic Programming. | Stephen H. Muggleton, Huma Lodhi, Ata Amini, Michael J. E. Sternberg |
| 2005 | A Tabu Clustering Method with DHB Operation and Mergence and Partition Operation. | Yongguo Liu, Dong Zheng, Shiqun Li, Libin Wang, Kefei Chen |
| 2005 | Knowledge Discovery Through Composited Visualization, Navigation and Retrieval. | Wei-Ching Lim, Chien-Sing Lee |
| 2005 | Movement Analysis of Medaka ( | Sengtai Lee, Jeehoon Kim, Jae-Yeon Baek, Man-Wi Han, Chang Ji, Tae-Soo Chon |
| 2005 | Unit Volume Based Distributed Clustering Using Probabilistic Mixture Model. | Keunjoon Lee, Jinu Joo, Jihoon Yang, Sungyong Park |
| 2005 | The Robot Scientist Project. | Ross D. King, Michael Young, Amanda Clare, Kenneth Whelan, Jem J. Rowland |
| 2005 | An Experiment with Association Rules and Classification: Post-Bagging and Conviction. | Alpio Jorge, Paulo J. Azevedo |