| 5 | -- | 6 | Marc M. Van Hulle, Jan Larsen, Tülay Adali. Guest Editors Introduction |
| 7 | -- | 17 | Yadunandana N. Rao, Jose C. Principe. Time Series Segmentation Using a Novel Adaptive Eigendecomposition Algorithm |
| 19 | -- | 28 | Xuechuan Wang, Kuldip K. Paliwal. A Modified Minimum Classification Error (MCE) Training Algorithm for Dimensionality Reduction |
| 29 | -- | 43 | Taehwan Kim, Tülay Adali. Fully Complex Multi-Layer Perceptron Network for Nonlinear Signal Processing |
| 45 | -- | 54 | Ying Tan. A Neural Network Approach for Signal Detection in Digital Communications |
| 55 | -- | 66 | Iead Rezek, Michael Gibbs, Stephen J. Roberts. Maximum a Posteriori Estimation of Coupled Hidden Markov Models |
| 67 | -- | 82 | Bogdan Gabrys. Agglomerative Learning Algorithms for General Fuzzy Min-Max Neural Network |
| 83 | -- | 92 | Juha Karvanen, Jan Eriksson, Visa Koivunen. Adaptive Score Functions for Maximum Likelihood ICA |
| 93 | -- | 104 | Seungjin Choi, Andrzej Cichocki, Adel Belouchrani. Second Order Nonstationary Source Separation |
| 105 | -- | 118 | Masahiro Endo, Masahiro Ueno, Takaya Tanabe. A Clustering Method Using Hierarchical Self-Organizing Maps |
| 119 | -- | 134 | Marc M. Van Hulle, Temujin Gautama. Monitoring the Formation of Kernel-Based Topographic Maps with Application to Hierarchical Clustering of Music Signals |
| 135 | -- | 145 | Mozart Lemos de Siqueira, Jacob Scharcanski, Philippe Olivier Alexandre Navaux. Echocardiographic Image Sequence Segmentation and Analysis Using Self-Organizing Maps |
| 147 | -- | 156 | Danny Roobaert. DirectSVM: A Simple Support Vector Machine Perceptron |
| 157 | -- | 167 | Matthew Partridge, Marwan A. Jabri. Hierarchical Feature Extraction for Image Recognition |
| 169 | -- | 188 | Igor N. Aizenberg, Constantine Butakoff. Image processing using cellular neural networks based on multi-valued and universal binary neurons |
| 189 | -- | 201 | W. Sardha Wijesoma, K. R. S. Kodagoda, Eam Khwang Teoh. Stable Fuzzy State Space Controller for Lateral Control of an AGV |