| 2002 | A General Dimension for Approximately Learning Boolean Functions. Johannes Köbler, Wolfgang Lindner |
| 2002 | A Negative Result on Inductive Inference of Extended Pattern Languages. Daniel Reidenbach |
| 2002 | A Pathology of Bottom-Up Hill-Climbing in Inductive Rule Learning. Johannes Fürnkranz |
| 2002 | Algorithmic Learning Theory, 13th International Conference, ALT 2002, Lübeck, Germany, November 24-26, 2002, Proceedings Nicolò Cesa-Bianchi, Masayuki Numao, Rüdiger Reischuk |
| 2002 | An Efficient PAC Algorithm for Reconstructing a Mixture of Lines. Sanjoy Dasgupta, Elan Pavlov, Yoram Singer |
| 2002 | Asymptotic Optimality of Transductive Confidence Machine. Vladimir Vovk |
| 2002 | Classes with Easily Learnable Subclasses. Sanjay Jain, Wolfram Menzel, Frank Stephan |
| 2002 | Classification with Intersecting Rules. Tony Lindgren, Henrik Boström |
| 2002 | Compactness and Learning of Classes of Unions of Erasing Regular Pattern Languages. Jin Uemura, Masako Sato |
| 2002 | Consistency Queries in Information Extraction. Gunter Grieser, Klaus P. Jantke, Steffen Lange |
| 2002 | Constraint Classification: A New Approach to Multiclass Classification. Sariel Har-Peled, Dan Roth, Dav Zimak |
| 2002 | Data Mining with Graphical Models. Rudolf Kruse, Christian Borgelt |
| 2002 | Editors' Introduction. Nicolò Cesa-Bianchi, Masayuki Numao, Rüdiger Reischuk |
| 2002 | Feedforward Neural Networks in Reinforcement Learning Applied to High-Dimensional Motor Control. Rémi Coulom |
| 2002 | How to Achieve Minimax Expected Kullback-Leibler Distance from an Unknown Finite Distribution. Dietrich Braess, Jürgen Forster, Tomas Sauer, Hans Ulrich Simon |
| 2002 | In Search of the Horowitz Factor: Interim Report on a Musical Discovery Project. Gerhard Widmer |
| 2002 | Large Margin Classification for Moving Targets. Jyrki Kivinen, Alexander J. Smola, Robert C. Williamson |
| 2002 | Learning Structure from Sequences, with Applications in a Digital Library. Ian H. Witten |
| 2002 | Learning, Logic, and Topology in a Common Framework. Eric Martin, Arun Sharma, Frank Stephan |
| 2002 | Mathematics Based on Learning. Susumu Hayashi |
| 2002 | Maximizing Agreements and CoAgnostic Learning. Nader H. Bshouty, Lynn Burroughs |
| 2002 | Minimised Residue Hypotheses in Relevant Logic. Bertram Fronhöfer, Akihiro Yamamoto |
| 2002 | On Learning Embedded Midbit Functions. Rocco A. Servedio |
| 2002 | On Learning Monotone Boolean Functions under the Uniform Distribution. Kazuyuki Amano, Akira Maruoka |
| 2002 | On the Absence of Predictive Complexity for Some Games. Yuri Kalnishkan, Michael V. Vyugin |
| 2002 | On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum. John Shawe-Taylor, Christopher K. I. Williams, Nello Cristianini, Jaz S. Kandola |
| 2002 | On the Learnability of Vector Spaces. Valentina S. Harizanov, Frank Stephan |
| 2002 | On the Smallest Possible Dimension and the Largest Possible Margin of Linear Arrangements Representing Given Concept Classes Uniform Distribution. Jürgen Forster, Hans Ulrich Simon |
| 2002 | Optimally-Smooth Adaptive Boosting and Application to Agnostic Learning. Dmitry Gavinsky |
| 2002 | Ordered Term Tree Languages which Are Polynomial Time Inductively Inferable from Positive Data. Yusuke Suzuki, Takayoshi Shoudai, Tomoyuki Uchida, Tetsuhiro Miyahara |
| 2002 | RBF Neural Networks and Descartes' Rule of Signs. Michael Schmitt |
| 2002 | Reflective Inductive Inference of Recursive Functions. Gunter Grieser |
| 2002 | The Complexity of Learning Concept Classes with Polynomial General Dimension. Johannes Köbler, Wolfgang Lindner |