| 2001 | A General Theory of Deduction, Induction, and Learning. Eric Martin, Arun Sharma, Frank Stephan |
| 2001 | A Method for Discovering Purified Web Communities. Tsuyoshi Murata |
| 2001 | A Practical Algorithm to Find the Best Episode Patterns. Masahiro Hirao, Shunsuke Inenaga, Ayumi Shinohara, Masayuki Takeda, Setsuo Arikawa |
| 2001 | An Efficient Derivation for Elementary Formal Systems Based on Partial Unification. Noriko Sugimoto, Hiroki Ishizaka, Takeshi Shinohara |
| 2001 | An Integrated Framework for Extended Discovery in Particle Physics. Sakir Kocabas, Pat Langley |
| 2001 | Assisting Model-Discovery in Neuroendocrinology. Ashesh Mahidadia, Paul Compton |
| 2001 | Automated Formulation of Reactions and Pathways in Nuclear Astrophysics: New Results. Sakir Kocabas |
| 2001 | Bounding Negative Information in Frequent Sets Algorithms. Inmaculada Fortes Ruiz, José L. Balcázar, Rafael Morales Bueno |
| 2001 | Clipping and Analyzing News Using Machine Learning Techniques. Hans Gründel, Tino Naphtali, Christian Wiech, Jan-Marian Gluba, Maiken Rohdenburg, Tobias Scheffer |
| 2001 | Clustering Rules Using Empirical Similarity of Support Sets. Shreevardhan Lele, Bruce L. Golden, Kimberly Ozga, Edward A. Wasil |
| 2001 | Component-Based Framework for Virtual Information Materialization. Yuzuru Tanaka, Tsuyoshi Sugibuchi |
| 2001 | Computational Discovery of Communicable Knowledge: Symposium Report. Saso Dzeroski, Pat Langley |
| 2001 | Computational Lessons from a Cognitive Study of Invention. Marin Simina, Michael E. Gorman, Janet L. Kolodner |
| 2001 | Computational Revision of Quantitative Scientific Models. Kazumi Saito, Pat Langley, Trond Grenager, Christopher Potter, Alicia Torregrosa, Steven A. Klooster |
| 2001 | Constructing Approximate Informative Basis of Association Rules. Kouta Kanda, Makoto Haraguchi, Yoshiaki Okubo |
| 2001 | Discovering Mechanisms: A Computational Philosophy of Science Perspective. Lindley Darden |
| 2001 | Discovering Repetitive Expressions and Affinities from Anthologies of Classical Japanese Poems. Koichiro Yamamoto, Masayuki Takeda, Ayumi Shinohara, Tomoko Fukuda, Ichiro Nanri |
| 2001 | Discovery Science, 4th International Conference, DS 2001, Washington, DC, USA, November 25-28, 2001, Proceedings Klaus P. Jantke, Ayumi Shinohara |
| 2001 | Divide and Conquer Machine Learning for a Genomics Analogy Problem (Progress Report). Ming Ouyang, John Case, Joan Burnside |
| 2001 | Dynamic Aggregation to Support Pattern Discovery: A Case Study with Web Logs. Lida Tang, Ben Shneiderman |
| 2001 | Efficient Local Search in Conceptual Clustering. Céline Robardet, Fabien Feschet |
| 2001 | Eliminating Useless Parts in Semi-structured Documents Using Alternation Counts. Daisuke Ikeda, Yasuhiro Yamada, Sachio Hirokawa |
| 2001 | Functional Trees. João Gama |
| 2001 | Interactive Exploration of Time Series Data. Harry Hochheiser, Ben Shneiderman |
| 2001 | Inventing Discovery Tools: Combining Information Visualization with Data Mining. Ben Shneiderman |
| 2001 | KeyWorld: Extracting Keywords from a Document as a Small World. Yutaka Matsuo, Yukio Ohsawa, Mitsuru Ishizuka |
| 2001 | Knowledge Navigation on Visualizing Complementary Documents. Naohiro Matsumura, Yukio Ohsawa, Mitsuru Ishizuka |
| 2001 | Learning Conformation Rules. Osamu Maruyama, Takayoshi Shoudai, Emiko Furuichi, Satoru Kuhara, Satoru Miyano |
| 2001 | Logic of Drug Discovery: A Descriptive Model of a Practice in Neuropharmacology. Alexander P. M. van den Bosch |
| 2001 | Meta-analysis of Mutagenes Discovery. Premysl Zak, Pavel Spacil, Jaroslava Halova |
| 2001 | Mining Semi-structured Data by Path Expressions. Katsuaki Taniguchi, Hiroshi Sakamoto, Hiroki Arimura, Shinichi Shimozono, Setsuo Arikawa |
| 2001 | Multicriterially Best Explanations. Naresh Iyer, John R. Josephson |
| 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 | Queries Revisited. Dana Angluin |
| 2001 | Robot Baby 2001. Paul R. Cohen, Tim Oates, Niall M. Adams, Carole R. Beal |
| 2001 | SCOOP: A Record Extractor without Knowledge on Input. Yasuhiro Yamada, Daisuke Ikeda, Sachio Hirokawa |
| 2001 | Separation of Photoelectrons via Multivariate Maxwellian Mixture Model. Genta Ueno, Nagatomo Nakamura, Tomoyuki Higuchi |
| 2001 | Simplified Training Algorithms for Hierarchical Hidden Markov Models. Nobuhisa Ueda, Taisuke Sato |
| 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 | Stimulating Discovery. Ronald N. Kostoff |
| 2001 | The Discovery Science Project in Japan. Setsuo Arikawa |
| 2001 | Theory Revision in Equation Discovery. Ljupco Todorovski, Saso Dzeroski |
| 2001 | Towards Discovery of Deep and Wide First-Order Structures: A Case Study in the Domain of Mutagenicity. Tamás Horváth, Stefan Wrobel |
| 2001 | Towards a Method of Searching a Diverse Theory Space for Scientific Discovery. Joseph Phillips |
| 2001 | VML: A View Modeling Language for Computational Knowledge Discovery. Hideo Bannai, Yoshinori Tamada, Osamu Maruyama, Satoru Miyano |
| 2001 | Web Site Rating and Improvement Based on Hyperlink Structure. Hironori Hiraishi, Hisayoshi Kato, Naonori Ohtsuka, Fumio Mizoguchi |
| 2001 | Worst-Case Analysis of Rule Discovery. Einoshin Suzuki |