| 2006 | EM-algorithm for training of state-space models with application to time series prediction. | Elia Liitiinen, Nima Reyhani, Amaury Lendasse |
| 2006 | Determination of the Mahalanobis matrix using nonparametric noise estimations. | Amaury Lendasse, Francesco Corona, Jin Hao, Nima Reyhani, Michel Verleysen |
| 2006 | Non-orthogonal Support Width ICA. | John Aldo Lee, Frdric Vrins, Michel Verleysen |
| 2006 | A Gaussian process latent variable model formulation of canonical correlation analysis. | Gayle Leen, Colin Fyfe |
| 2006 | The combination of STDP and intrinsic plasticity yields complex dynamics in recurrent spiking networks. | Andreea Lazar, Gordon Pipa, Jochen Triesch |
| 2006 | Non-linear gating network for the large scale classification model CombNET-II. | Mauricio Kugler, Toshiyuki Miyatani, Susumu Kuroyanagi, Anto Satriyo Nugroho, Akira Iwata |
| 2006 | Variants of Unsupervised Kernel Regression: General cost functions. | Stefan Klanke, Helge J. Ritter |
| 2006 | Freeform surface induction from projected planar curves via neural networks. | Usman Khan, Abdelaziz Terchi, Sungwoo Lim, David Wright, Sheng Feng Qin |
| 2006 | LS-SVM functional network for time series prediction. | Tuomas Krn, Fabrice Rossi, Amaury Lendasse |
| 2006 | Visual nonlinear discriminant analysis for classifier design. | Tomoharu Iwata, Kazumi Saito, Naonori Ueda |
| 2006 | Independent dynamics subspace analysis. | Alexander Ilin |
| 2006 | Source separation with priors on the power spectrum of the sources. | Jorge Igual, Raul Llinares, Andrs Camacho |
| 2006 | FastISA: A fast fixed-point algorithm for independent subspace analysis. | Aapo Hyvrinen, Urs Kster |
| 2006 | Spatial filters for the classification of event-related potentials. | Ulrich Hoffmann, Jean-Marc Vesin, Touradj Ebrahimi |
| 2006 | Connection strategies in neocortical networks. | Andreas Herzog, Karsten Kube, Bernd Michaelis, Ana D. de Lima, Thomas B. Voigt |
| 2006 | Random Forests Feature Selection with K-PLS: Detecting Ischemia from Magnetocardiograms. | Long Han, Mark J. Embrechts, Boleslaw K. Szymanski, Karsten Sternickel, Alexander Ross |
| 2006 | Magnification control for batch neural gas. | Barbara Hammer, Alexander Hasenfuss, Thomas Villmann |
| 2006 | A survey of Sparse Component Analysis for blind source separation: principles, perspectives, and new challenges. | Rmi Gribonval, Sylvain Lesage |
| 2006 | Adaptive scene-dependent filters in online learning environments. | Michael Gtting, Jochen J. Steil, Heiko Wersing, Edgar Krner, Helge J. Ritter |
| 2006 | Extended model of conditioned learning within latent inhibition. | Nicolas Gomond, Jean Marc Salotti |
| 2006 | Designing neural network committees by combining boosting ensembles. | Vanessa Gmez-Verdejo, Anbal R. Figueiras-Vidal |
| 2006 | Classification by means of Evolutionary Response Surfaces. | Rafael del Castillo Gomariz, Nicols Garca-Pedrajas |
| 2006 | Degeneracy in model selection for SVMs with radial Gaussian kernel. | Tobias Glasmachers |
| 2006 | FPGA implementation of an integrate-and-fire LEGION model for image segmentation. | Bernard Girau, Csar Torres-Huitzil |
| 2006 | Visual object classification by sparse convolutional neural networks. | Alexander Gepperth |