| 2001 | A General Theory of Deduction, Induction, and Learning. | Eric Martin, Arun Sharma, Frank Stephan |
| 2001 | Assisting Model-Discovery in Neuroendocrinology. | Ashesh Mahidadia, Paul Compton |
| 2001 | Clustering Rules Using Empirical Similarity of Support Sets. | Shreevardhan Lele, Bruce L. Golden, Kimberly Ozga, Edward A. Wasil |
| 2001 | Stimulating Discovery. | Ronald N. Kostoff |
| 2001 | An Integrated Framework for Extended Discovery in Particle Physics. | Sakir Kocabas, Pat Langley |
| 2001 | Automated Formulation of Reactions and Pathways in Nuclear Astrophysics: New Results. | Sakir Kocabas |
| 2001 | Passage-Based Document Retrieval as a Tool for Text Mining with User's Information Needs. | Koichi Kise, Markus Junker, Andreas Dengel, Keinosuke Matsumoto |
| 2001 | Constructing Approximate Informative Basis of Association Rules. | Kouta Kanda, Makoto Haraguchi, Yoshiaki Okubo |
| 2001 | Multicriterially Best Explanations. | Naresh Iyer, John R. Josephson |
| 2001 | Eliminating Useless Parts in Semi-structured Documents Using Alternation Counts. | Daisuke Ikeda, Yasuhiro Yamada, Sachio Hirokawa |
| 2001 | Towards Discovery of Deep and Wide First-Order Structures: A Case Study in the Domain of Mutagenicity. | Tams Horvth, Stefan Wrobel |
| 2001 | Interactive Exploration of Time Series Data. | Harry Hochheiser, Ben Shneiderman |
| 2001 | A Practical Algorithm to Find the Best Episode Patterns. | Masahiro Hirao, Shunsuke Inenaga, Ayumi Shinohara, Masayuki Takeda, Setsuo Arikawa |
| 2001 | Web Site Rating and Improvement Based on Hyperlink Structure. | Hironori Hiraishi, Hisayoshi Kato, Naonori Ohtsuka, Fumio Mizoguchi |
| 2001 | Clipping and Analyzing News Using Machine Learning Techniques. | Hans Grndel, Tino Naphtali, Christian Wiech, Jan-Marian Gluba, Maiken Rohdenburg, Tobias Scheffer |
| 2001 | Spherical Horses and Shared Toothbrushes: Lessons Learned from a Workshop on Scientific and Technological Thinking. | Michael E. Gorman, Alexandra Kincannon, Matthew M. Mehalik |
| 2001 | Functional Trees. | Joo Gama |
| 2001 | Computational Discovery of Communicable Knowledge: Symposium Report. | Saso Dzeroski, Pat Langley |
| 2001 | Discovering Mechanisms: A Computational Philosophy of Science Perspective. | Lindley Darden |
| 2001 | Robot Baby 2001. | Paul R. Cohen, Tim Oates, Niall M. Adams, Carole R. Beal |
| 2001 | Logic of Drug Discovery: A Descriptive Model of a Practice in Neuropharmacology. | Alexander P. M. van den Bosch |
| 2001 | VML: A View Modeling Language for Computational Knowledge Discovery. | Hideo Bannai, Yoshinori Tamada, Osamu Maruyama, Satoru Miyano |
| 2001 | The Discovery Science Project in Japan. | Setsuo Arikawa |
| 2001 | Queries Revisited. | Dana Angluin |
| 2000 | Coping the Challenge of Mutagenes Discovery with GUHA+/- for Windows. | Premysl Zak, Jaroslava Halova |