| 2000 | A New Framework for Discovering Knowledge from Two-Dimensional Structured Data Using Layout Formal Graph System. Tomoyuki Uchida, Yuko Itokawa, Takayoshi Shoudai, Tetsuhiro Miyahara, Yasuaki Nakamura |
| 2000 | A Note on the Generalization Performance of Kernel Classifiers with Margin. Theodoros Evgeniou, Massimiliano Pontil |
| 2000 | A Probabilistic Identification Result. Eric McCreath |
| 2000 | Algorithmic Learning Theory, 11th International Conference, ALT 2000, Sydney, Australia, December 11-13, 2000, Proceedings Hiroki Arimura, Sanjay Jain, Arun Sharma |
| 2000 | Average-Case Analysis of Classification Algorithms for Boolean Functions and Decision Trees. Tobias Scheffer |
| 2000 | Computationally Efficient Transductive Machines. Craig Saunders, Alex Gammerman, Volodya Vovk |
| 2000 | Conceptual Classifications Guided by a Concept Hierarchy. Yuhsuke Itoh, Makoto Haraguchi |
| 2000 | Dynamic Hand Gesture Recognition Based on Randomized Self-Organizing Map Algorithm. Tarek El. Tobely, Yuichiro Yoshiki, Ryuichi Tsuda, Naoyuki Tsuruta, Makoto Amamiya |
| 2000 | Extracting Information from the Web for Concept Learning and Collaborative Filtering. William W. Cohen |
| 2000 | Hypotheses Finding via Residue Hypotheses with the Resolution Principle. Akihiro Yamamoto, Bertram Fronhöfer |
| 2000 | Identification of Function Distinguishable Languages. Henning Fernau |
| 2000 | Learning Erasing Pattern Languages with Queries. Jochen Nessel, Steffen Lange |
| 2000 | Learning Recursive Concepts with Anomalies. Gunter Grieser, Steffen Lange, Thomas Zeugmann |
| 2000 | Learning Taxonomic Relation by Case-Based Reasoning. Ken Satoh |
| 2000 | Learning from Positive and Unlabeled Examples. Fabien Letouzey, François Denis, Rémi Gilleron |
| 2000 | Minimum Message Length Grouping of Ordered Data. Leigh J. Fitzgibbon, Lloyd Allison, David L. Dowe |
| 2000 | On Approximate Learning by Multi-layered Feedforward Circuits. Bhaskar DasGupta, Barbara Hammer |
| 2000 | On the Hardness of Learning Acyclic Conjunctive Queries. Kouichi Hirata |
| 2000 | On the Noise Model of Support Vector Machines Regression. Massimiliano Pontil, Sayan Mukherjee, Federico Girosi |
| 2000 | Rough Sets and Ordinal Classification. Jan C. Bioch, Viara Popova |
| 2000 | Self-Duality of Bounded Monotone Boolean Functions and Related Problems. Daya Ram Gaur, Ramesh Krishnamurti |
| 2000 | Sequential Sampling Techniques for Algorithmic Learning Theory. Osamu Watanabe |
| 2000 | Sharper Bounds for the Hardness of Prototype and Feature Selection. Richard Nock, Marc Sebban |
| 2000 | The Divide-and-Conquer Manifesto. Thomas G. Dietterich |
| 2000 | The Last-Step Minimax Algorithm. Eiji Takimoto, Manfred K. Warmuth |
| 2000 | Towards an Algorithmic Statistics. Péter Gács, John Tromp, Paul M. B. Vitányi |