| 563 | -- | 0 | Mircea Gh. Negoita. Guest Editorial |
| 565 | -- | 573 | Jerzy W. Grzymala-Busse, Jerzy Stefanowski, Szymon Wilk. A Comparison of Two Approaches to Data Mining from Imbalanced Data |
| 575 | -- | 586 | Dianhui Wang, Xiaohang Ma, Yong-Soo Kim. Learning Pseudo Metric for Intelligent Multimedia Data Classification and Retrieval |
| 587 | -- | 597 | Shao-Shin Hung, Ting-Chia Kuo, Damon Shing-Min Liu. An Efficient Clustering Algorithm for Patterns Placement in Walkthrough System |
| 599 | -- | 614 | Cosmin Danut Bocaniala, José L. Sá da Costa, Vasile Palade. Fuzzy-based Refinement of the Fault Diagnosis Task in Industrial Devices |
| 615 | -- | 634 | Viorel Ariton. Handling Qualitative Aspects of Human Knowledge in Diagnosis |
| 635 | -- | 643 | Tomoharu Iwata, Kazumi Saito. Visualization of Anomalies Using Mixture Models |
| 645 | -- | 661 | Akira Hara, Takumi Ichimura, Katsumi Yoshida. Discovering Multiple Diagnostic Rules from Coronary Heart Disease Database using Automatically Defined Groups |
| 663 | -- | 668 | Hirokazu Watabe, Tsukasa Kawaoka. Extraction of Road Information from Guidance Map Images |
| 669 | -- | 678 | Gary C. L. Li, Raymond S. T. Lee. A Real-time Scene Segmentation System using Solely Excitatory Oscillator Networks (SEON) |
| 679 | -- | 691 | Kok Yeng Chen, Chee Peng Lim, Weng-Kin Lai. Application of a Neural Fuzzy System with Rule Extraction to Fault Detection and Diagnosis |
| 693 | -- | 702 | Margaret E. Jefferies, Wai-Kiang Yeap, Michael C. Cosgrove, Jesse T. Baker. Using Absolute Metric Maps to Close Cycles in a Topological Map |
| 703 | -- | 714 | Yusuf Oysal, Yasar Becerikli, Ahmet Ferit Konar. Phase Portrait Modeling of a Nonlinear System with a Dynamic Fuzzy Network |
| 715 | -- | 725 | Yuji Iwahori, Haruki Kawanaka, Shinji Fukui, Kenji Funahashi. Obtaining Shape from Scanning Electron Microscope using Hopfield Neural Network |