| 2001 | A Random Sampling Technique for Training Support Vector Machines. José L. Balcázar, Yang Dai, Osamu Watanabe |
| 2001 | A Simpler Analysis of the Multi-way Branching Decision Tree Boosting Algorithm. Kohei Hatano |
| 2001 | Algorithmic Learning Theory, 12th International Conference, ALT 2001, Washington, DC, USA, November 25-28, 2001, Proceedings Naoki Abe, Roni Khardon, Thomas Zeugmann |
| 2001 | Discovering Mechanisms: A Computational Philosophy of Science Perspective. Lindley Darden |
| 2001 | Editors' Introduction. Naoki Abe, Roni Khardon, Thomas Zeugmann |
| 2001 | Efficient Learning of Semi-structured Data from Queries. Hiroki Arimura, Hiroshi Sakamoto, Setsuo Arikawa |
| 2001 | Extending Elementary Formal Systems. Steffen Lange, Gunter Grieser, Klaus P. Jantke |
| 2001 | Inference of omega-Languages from Prefixes. Colin de la Higuera, Jean-Christophe Janodet |
| 2001 | Inventing Discovery Tools: Combining Information Visualization with Data Mining. Ben Shneiderman |
| 2001 | Learning Coherent Concepts. Ashutosh Garg, Dan Roth |
| 2001 | Learning How to Separate. Sanjay Jain, Frank Stephan |
| 2001 | Learning Intermediate Concepts. Stephen Kwek |
| 2001 | Learning Languages in a Union. Sanjay Jain, Yen Kaow Ng, Tiong Seng Tay |
| 2001 | Learning Recursive Functions Refutably. Sanjay Jain, Efim B. Kinber, Rolf Wiehagen, Thomas Zeugmann |
| 2001 | Learning Regular Languages Using RFSA. François Denis, Aurélien Lemay, Alain Terlutte |
| 2001 | Learning by Switching Type of Information. Sanjay Jain, Frank Stephan |
| 2001 | Learning of Boolean Functions Using Support Vector Machines. Ken Sadohara |
| 2001 | Loss Functions, Complexities, and the Legendre Transformation. Yuri Kalnishkan, Michael V. Vyugin, Volodya Vovk |
| 2001 | Minimizing the Quadratic Training Error of a Sigmoid Neuron Is Hard. Jirí Síma |
| 2001 | Non-linear Inequalities between Predictive and Kolmogorov Complexities. Michael V. Vyugin, Vladimir V. V'yugin |
| 2001 | On Learning Correlated Boolean Functions Using Statistical Queries. Ke Yang |
| 2001 | On the Comparison of Inductive Inference Criteria for Uniform Learning of Finite Classes. Sandra Zilles |
| 2001 | Queries Revisited. Dana Angluin |
| 2001 | Real-Valued Multiple-Instance Learning with Queries. Daniel R. Dooly, Sally A. Goldman, Stephen Kwek |
| 2001 | Refutable Language Learning with a Neighbor System. Yasuhito Mukouchi, Masako Sato |
| 2001 | Refuting Learning Revisited. Wolfgang Merkle, Frank Stephan |
| 2001 | Robot Baby 2001. Paul R. Cohen, Tim Oates, Niall M. Adams, Carole R. Beal |
| 2001 | The Discovery Science Project in Japan. Setsuo Arikawa |