| 2 | -- | 3 | Nigel Shadbolt. From the Editor in Chief |
| 4 | -- | 7 | Danna Voth. In the News |
| 8 | -- | 11 | Nanning Zheng, Shuming Tang, Hong Cheng, Qing Li, Guanpi Lai, Fei-Yue Wang. Toward Intelligent Driver-Assistance and Safety Warning Systems |
| 12 | -- | 13 | Shichao Zhang, Chengqi Zhang, Qiang Yang. Guest Editors Introduction: Information Enhancement for Data Mining |
| 14 | -- | 19 | Eugene Tuv, George C. Runger. Scoring Levels of Categorical Variables with Heterogeneous Data |
| 20 | -- | 27 | Shi Zhong, Taghi M. Khoshgoftaar, Naeem Seliya. Analyzing Software Measurement Data with Clustering Techniques |
| 28 | -- | 33 | Mong-Li Lee, Wynne Hsu, Vijay Kothari. Cleaning the Spurious Links in Data |
| 34 | -- | 39 | Choh-Man Teng. Polishing Blemishes: Issues in Data Correction |
| 40 | -- | 49 | Ying Yang, Xindong Wu. Parameter Tuning for Induction-Algorithm-Oriented Feature Elimination |
| 50 | -- | 58 | Lian Yan, Richard H. Wolniewicz, Robert H. Dodier. Predicting Customer Behavior in Telecommunications |
| 59 | -- | 65 | Doru Tanasa, Brigitte Trousse. Advanced Data Preprocessing for Intersites Web Usage Mining |
| 66 | -- | 67 | Riichiro Mizoguchi. The JSAI and AI Activity in Japan |
| 68 | -- | 77 | Chihli Hung, Stefan Wermter, Peter Smith. Hybrid Neural Document Clustering Using Guided Self-Organization and WordNet |
| 78 | -- | 80 | Robert R. Hoffman, Gavan Lintern, Susan Eitelman. The Janus Principle |