| 2002 | Toward Drawing an Atlas of Hypothesis Classes: Approximating a Hypothesis via Another Hypothesis Model. | Osamu Maruyama, Takayoshi Shoudai, Satoru Miyano |
| 2002 | Process Mining: Discovering Direct Successors in Process Logs. | Laura Maruster, A. J. M. M. Weijters, Wil M. P. van der Aalst, Antal van den Bosch |
| 2002 | The Extra-Theoretical Dimension of Discovery. Extracting Knowledge by Abduction. | Lorenzo Magnani, Matteo Piazza, Riccardo Dossena |
| 2002 | Event Pattern Discovery from the Stock Market Bulletin. | Fang Li, Huanye Sheng, Dongmo Zhang |
| 2002 | Generalized Musical Pattern Discovery by Analogy from Local Viewpoints. | Olivier Lartillot |
| 2002 | Data Mining with Graphical Models. | Rudolf Kruse, Christian Borgelt |
| 2002 | Feature Selection for Propositionalization. | Mark-A. Krogel, Stefan Wrobel |
| 2002 | ARISTA Causal Knowledge Discovery from Texts. | John Kontos, Areti Elmaoglou, Ioanna Malagardi |
| 2002 | Evolution Map: Modeling State Transition of Typhoon Image Sequences by Spatio-Temporal Clustering. | Asanobu Kitamoto |
| 2002 | Post-processing Operators for Browsing Large Sets of Association Rules. | Alpio Jorge, Joo Poas, Paulo J. Azevedo |
| 2002 | Discovering Best Variable-Length-Don't-Care Patterns. | Shunsuke Inenaga, Hideo Bannai, Ayumi Shinohara, Masayuki Takeda, Setsuo Arikawa |
| 2002 | Learning Hierarchical Skills from Observation. | Ryutaro Ichise, Daniel G. Shapiro, Pat Langley |
| 2002 | Handling Feature Ambiguity in Knowledge Discovery from Time Series. | Frank Hppner |
| 2002 | Inferring Gene Regulatory Networks from Time-Ordered Gene Expression Data Using Differential Equations. | Michiel J. L. de Hoon, Seiya Imoto, Satoru Miyano |
| 2002 | Extraction of Logical Rules from Data by Means of Piecewise-Linear Neural Networks. | Martin Holena |
| 2002 | Model Complexity and Algorithm Selection in Classification. | Melanie Hilario |
| 2002 | Mathematics Based on Learning. | Susumu Hayashi |
| 2002 | Discovery of Maximal Analogies between Stories. | Makoto Haraguchi, Shigetora Nakano, Masaharu Yoshioka |
| 2002 | Structure-Sweetness Relationships of Aspartame Derivatives by GUHA. | Jaroslava Halova, Premysl Zak, Pavel Stopka, Tomoaki Yuzuri, Yukino Abe, Kazuhisa Sakakibara, Hiroko Suezawa, Minoru Hirota |
| 2002 | SEuS: Structure Extraction Using Summaries. | Shayan Ghazizadeh, Sudarshan S. Chawathe |
| 2002 | Using Genetic Algorithms-Based Approach for Better Decision Trees: A Computational Study. | Zhiwei Fu |
| 2002 | Racing Committees for Large Datasets. | Eibe Frank, Geoffrey Holmes, Richard Kirkby, Mark Hall |
| 2002 | From Ensemble Methods to Comprehensible Models. | Csar Ferri, Jos Hernndez-Orallo, M. Jos Ramrez-Quintana |
| 2002 | A Hybrid Approach for Chinese Named Entity Recognition. | Xiaoshan Fang, Huanye Sheng |
| 2002 | Experiments with Projection Learning. | Tapio Elomaa, Jussi T. Lindgren |