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| 2005 | A Semantic Enrichment of Data Tables Applied to Food Risk Assessment. Hélène Gagliardi, Ollivier Haemmerlé, Nathalie Pernelle, Fatiha Saïs |
| 2005 | A Tabu Clustering Method with DHB Operation and Mergence and Partition Operation. Yongguo Liu, Dong Zheng, Shiqun Li, Libin Wang, Kefei Chen |
| 2005 | Active Constrained Clustering by Examining Spectral Eigenvectors. Qianjun Xu, Marie desJardins, Kiri Wagstaff |
| 2005 | Algorithms and Software for Collaborative Discovery from Autonomous, Semantically Heterogeneous, Distributed Information Sources. Doina Caragea, Jun Zhang, Jie Bao, Jyotishman Pathak, Vasant G. Honavar |
| 2005 | An Algorithm for Mining Implicit Itemset Pairs Based on Differences of Correlations. Tsuyoshi Taniguchi, Makoto Haraguchi |
| 2005 | An Experiment with Association Rules and Classification: Post-Bagging and Conviction. Alípio Jorge, Paulo J. Azevedo |
| 2005 | Assisting Scientific Discovery with an Adaptive Problem Solver. Christopher Dartnell, Jean Sallantin |
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| 2005 | Bias Management of Bayesian Network Classifiers. Gladys Castillo, João Gama |
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| 2005 | Cross-Language Mining for Acronyms and Their Completions from the Web. Udo Hahn, Philipp Daumke, Stefan Schulz, Kornél G. Markó |
| 2005 | Detecting and Revising Misclassifications Using ILP. Masaki Yokoyama, Tohgoroh Matsui, Hayato Ohwada |
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| 2005 | Discovery Science, 8th International Conference, DS 2005, Singapore, October 8-11, 2005, Proceedings Achim G. Hoffmann, Hiroshi Motoda, Tobias Scheffer |
| 2005 | Effective Classifier Pruning with Rule Information. Xiaolong Zhang, Mingjian Luo, Daoying Pi |
| 2005 | Exploring Predicate-Argument Relations for Named Entity Recognition in the Molecular Biology Domain. Tuangthong Wattarujeekrit, Nigel Collier |
| 2005 | Finding Significant Web Pages with Lower Ranks by Pseudo-Clique Search. Yoshiaki Okubo, Makoto Haraguchi, Bin Shi |
| 2005 | Invention and Artificial Intelligence. Gary Bradshaw |
| 2005 | Knowledge Discovery Through Composited Visualization, Navigation and Retrieval. Wei-Ching Lim, Chien-Sing Lee |
| 2005 | Learning On-Line Classification via Decorrelated LMS Algorithm: Application to Brain-Computer Interfaces. Shiliang Sun, Changshui Zhang |
| 2005 | Learning Ontology-Aware Classifiers. Jun Zhang, Doina Caragea, Vasant G. Honavar |
| 2005 | Massive Biomedical Term Discovery. Joachim Wermter, Udo Hahn |
| 2005 | Measuring Over-Generalization in the Minimal Multiple Generalizations of Biosequences. Yen Kaow Ng, Hirotaka Ono, Takeshi Shinohara |
| 2005 | Mining Frequent Céline Hébert, Bruno Crémilleux |
| 2005 | Monotone Classification by Function Decomposition. Viara Popova, Jan C. Bioch |
| 2005 | Movement Analysis of Medaka ( Sengtai Lee, Jeehoon Kim, Jae-Yeon Baek, Man-Wi Han, Chang Ji, Tae-Soo Chon |
| 2005 | Named Entity Recognition for the Indonesian Language: Combining Contextual, Morphological and Part-of-Speech Features into a Knowledge Engineering Approach. Indra Budi, Stéphane Bressan, Gatot Wahyudi, Zainal Arifin Hasibuan, Bobby A. A. Nazief |
| 2005 | Network Boosting for BCI Applications. Shijun Wang, Zhonglin Lin, Changshui Zhang |
| 2005 | Pattern Classification via Single Spheres. Jigang Wang, Predrag Neskovic, Leon N. Cooper |
| 2005 | Practical Algorithms for Pattern Based Linear Regression. Hideo Bannai, Kohei Hatano, Shunsuke Inenaga, Masayuki Takeda |
| 2005 | Rule-Based FCM: A Relational Mapping Model. Ying Yang, Taoshen Li, Jiajin Le |
| 2005 | SCALETRACK: A System to Discover Dynamic Law Equations Containing Hidden States and Chaos. Takashi Washio, Fuminori Adachi, Hiroshi Motoda |
| 2005 | Self-generation of Control Rules Using Hierarchical and Nonhierarchical Clustering for Coagulant Control of Water Treatment Plants. Hyeon Bae, Sungshin Kim, Yejin Kim, Changwon Kim |
| 2005 | Support Vector Inductive Logic Programming. Stephen H. Muggleton, Huma Lodhi, Ata Amini, Michael J. E. Sternberg |
| 2005 | Text Mining for Clinical Chinese Herbal Medical Knowledge Discovery. Xuezhong Zhou, Baoyan Liu, Zhaohui Wu |
| 2005 | The Nobuhito Ohkura, Kouichi Hirata, Tetsuji Kuboyama, Masateru Harao |
| 2005 | The Arrowsmith Project: 2005 Status Report. Neil R. Smalheiser |
| 2005 | The Robot Scientist Project. Ross D. King, Michael Young, Amanda Clare, Kenneth Whelan, Jem J. Rowland |
| 2005 | Training Support Vector Machines via SMO-Type Decomposition Methods. Pai-Hsuen Chen, Rong-En Fan, Chih-Jen Lin |
| 2005 | Unit Volume Based Distributed Clustering Using Probabilistic Mixture Model. Keunjoon Lee, Jinu Joo, Jihoon Yang, Sungyong Park |