| 2005 | A Review of Cognitive Processing in the Brain. | John G. Taylor |
| 2005 | Balancing Guidance Range and Strength Optimizes Self-organization by Silicon Growth Cones. | Brian Taba, Kwabena Boahen |
| 2005 | Traffic Flow Forecasting Using a Spatio-temporal Bayesian Network Predictor. | Shiliang Sun, Changshui Zhang, Yi Zhang |
| 2005 | Combining Measurement Quality into Monitoring Trends in Foliar Nutrient Concentrations. | Mika Sulkava, Pasi Rautio, Jaakko Hollmn |
| 2005 | Model Selection Under Covariate Shift. | Masashi Sugiyama, Klaus-Robert Mller |
| 2005 | Information Visualization for Knowledge Extraction in Neural Networks. | Liz J. Stuart, Davide Marocco, Angelo Cangelosi |
| 2005 | Modelling Path Integrator Recalibration Using Hippocampal Place Cells. | Thomas Strsslin, Ricardo Chavarriaga, Denis Sheynikhovich, Wulfram Gerstner |
| 2005 | High-Throughput Multi-dimensional Scaling (HiT-MDS) for cDNA-Array Expression Data. | Marc Strickert, Stefan Teichmann, Nese Sreenivasulu, Udo Seiffert |
| 2005 | Memory in Backpropagation-Decorrelation O(N) Efficient Online Recurrent Learning. | Jochen J. Steil |
| 2005 | Identification of Frequency-Domain Volterra Model Using Neural Networks. | Georgina Stegmayer, Omar Chiotti |
| 2005 | Comparison of Volterra Models Extracted from a Neural Network for Nonlinear Systems Modeling. | Georgina Stegmayer |
| 2005 | Associative Learning in Hierarchical Self Organizing Learning Arrays. | Janusz A. Starzyk, Zhen Zhu, Yue Li |
| 2005 | Neural Network with Memory and Cognitive Functions. | Janusz A. Starzyk, Yue Li, David D. Vogel |
| 2005 | Fusing MPEG-7 Visual Descriptors for Image Classification. | Evaggelos Spyrou, Herv Le Borgne, Theofilos P. Mailis, Eddie Cooke, Yannis Avrithis, Noel E. O'Connor |
| 2005 | Mutual Information and | Antti Sorjamaa, Jin Hao, Amaury Lendasse |
| 2005 | Fusion of State Space and Frequency- Domain Features for Improved Microsleep Detection. | David Sommer, Mo Chen, Martin Golz, Udo Trutschel, Danilo P. Mandic |
| 2005 | Fuzzy Rule Extraction Using Recombined RecBF for Very-Imbalanced Datasets. | Vicen Soler, Jordi Roig, Marta Prim |
| 2005 | Application of Bayesian MLP Techniques to Predicting Mineralization Potential from Geoscientific Data. | Andrew Skabar |
| 2005 | Content-Based Retrieval of Web Pages and Other Hierarchical Objects with Self-organizing Maps. | Mats Sjberg, Jorma Laaksonen |
| 2005 | Multiresponse Sparse Regression with Application to Multidimensional Scaling. | Timo Simil, Jarkko Tikka |
| 2005 | Optimal Triangle Stripifications as Minimum Energy States in Hopfield Nets. | Jir Sma |
| 2005 | Learning Features of Intermediate Complexity for the Recognition of Biological Motion. | Rodrigo Sigala, Thomas Serre, Tomaso A. Poggio, Martin A. Giese |
| 2005 | Research on Electrotactile Representation Technology Based on Spatiotemporal Dual-Channel. | Liguo Shuai, Yinghui Kuang, Xuemei Wang, Xu Yanfang |
| 2005 | A SOM Based 2500 - Isolated - Farsi - Word Speech Recognizer. | Jalil Shirazi, Mohammad B. Menhaj |
| 2005 | Knowledge Extraction from Unsupervised Multi-topographic Neural Network Models. | Shadi Al Shehabi, Jean-Charles Lamirel |