| 2006 | Feature Extraction with Weighted Samples Based on Independent Component Analysis. | Nojun Kwak |
| 2006 | The Bayes-Optimal Feature Extraction Procedure for Pattern Recognition Using Genetic Algorithm. | Marek Kurzynski, Edward Puchala, Aleksander Rewak |
| 2006 | Faster Learning with Overlapping Neural Assemblies. | Andrei Kursin, Dusan Hsek, Roman Neruda |
| 2006 | Bridging the Syntactic and the Semantic Web Search. | Georgios Kouzas, Ioannis Anagnostopoulos, Ilias Maglogiannis, Christos Anagnostopoulos |
| 2006 | Computer Aided Classification of Mammographic Tissue Using Independent Component Analysis and Support Vector Machines. | Athanasios Koutras, Ioanna Christoyianni, George K. Georgoulas, Evangelos Dermatas |
| 2006 | Self-Organizing Neural Networks for Signal Recognition. | Jan Koutnk, Miroslav Snorek |
| 2006 | Financial Application of Neural Networks: Two Case Studies in Greece. | Sotiris B. Kotsiantis, Euaggelos Koumanakos, Dimitris Tzelepis, Vasilis Tampakas |
| 2006 | Improved Storage Capacity of Hebbian Learning Attractor Neural Network with Bump Formations. | Kostadin Koroutchev, Elka Korutcheva |
| 2006 | Hardware Implementation of Random Neural Networks with Reinforcement Learning. | Taskin Koak |
| 2006 | A Leave-K-Out Cross-Validation Scheme for Unsupervised Kernel Regression. | Stefan Klanke, Helge J. Ritter |
| 2006 | A Packet Routing Method Using Chaotic Neurodynamics for Complex Networks. | Takayuki Kimura, Tohru Ikeguchi |
| 2006 | Improved Kernel Based Intrusion Detection System. | Byung-Joo Kim, Il Kon Kim |
| 2006 | Tree-Dependent Components of Gene Expression Data for Clustering. | Jong Kyoung Kim, Seungjin Choi |
| 2006 | Pattern Classification Using Composite Features. | Chunghoon Kim, Chong-Ho Choi |
| 2006 | A Computational Model for Multiple Goals. | Stathis Kasderidis |
| 2006 | A Computational Model for the Effect of Dopamine on Action Selection During Stroop Test. | zkan Karabacak, Neslihan Serap Sengr |
| 2006 | A Study on Optimal Configuration for the Mobile Manipulator: Using Weight Value and Mobility. | Jin-Gu Kang, Kwan-Houng Lee |
| 2006 | A Linguistic Approach to a Human-Consistent Summarization of Time Series Using a SOM Learned with a LVQ-Type Algorithm. | Janusz Kacprzyk, Anna Wilbik, Slawomir Zadrozny |
| 2006 | Sequential Learning with LS-SVM for Large-Scale Data Sets. | Tobias Jung, Daniel Polani |
| 2006 | Modeling Working Memory and Decision Making Using Generic Neural Microcircuits. | Prashant Joshi |
| 2006 | Theory of a Probabilistic-Dependence Measure of Dissimilarity Among Multiple Clusters. | Kazunori Iwata, Akira Hayashi |
| 2006 | Discriminant Analysis by a Neural Network with Mahalanobis Distance. | Yoshifusa Ito, Cidambi Srinivasan, Hiroyuki Izumi |
| 2006 | Online Stabilization of Chaotic Maps Via Support Vector Machines Based Generalized Predictive Control. | Serdar Iplikci |
| 2006 | Adaptive On-Line Neural Network Retraining for Real Life Multimodal Emotion Recognition. | Spiros Ioannou, Loc Kessous, George Caridakis, Kostas Karpouzis, Vered Aharonson, Stefanos D. Kollias |
| 2006 | Neuronal Cell Death and Synaptic Pruning Driven by Spike-Timing Dependent Plasticity. | Javier Iglesias, Alessandro E. P. Villa |