| 2006 | Margin based Active Learning for LVQ Networks. | Frank-Michael Schleif, Barbara Hammer, Thomas Villmann |
| 2006 | Nonlinear dynamics in neural computation. | Tjeerd Olde Scheper, Nigel T. Crook |
| 2006 | Consistent estimation of the architecture of multilayer perceptrons. | Joseph Rynkiewicz |
| 2006 | Visual Data Mining and Machine Learning. | Fabrice Rossi |
| 2006 | Rotation-based ensembles of RBF networks. | Juan Jos Rodrguez, Jess Maudes, Carlos J. Alonso |
| 2006 | Pattern analysis in illicit heroin seizures: a novel application of machine learning algorithms. | Frdric Ratle, Anne-Laure Terrettaz, Mikhail F. Kanevski, Pierre Esseiva, Olivier Ribaux |
| 2006 | Elucidating the structure of genetic regulatory networks: a study of a second order dynamical model on artificial data. | Minh Quach, Pierre Geurts |
| 2006 | Generalization properties of spiking neurons trained with ReSuMe method. | Filip Ponulak, Andrzej J. Kasinski |
| 2006 | Learning Visual Invariance. | Alessio Plebe |
| 2006 | Using Regression Error Characteristic Curves for Model Selection in Ensembles of Neural Networks. | Alosio Carlos de Pina, Gerson Zaverucha |
| 2006 | Discriminacy of the minimum range approach to blind separation of bounded sources. | Dinh-Tuan Pham, Frdric Vrins |
| 2006 | Outlier identification with the Harmonic Topographic Mapping. | Marian Pena, Colin Fyfe |
| 2006 | A simple idea to separate convolutive mixtures in an undetermined scenario. | Maciej Pedzisz, Ali Mansour |
| 2006 | On-line adaptation of neuro-prostheses with neuronal evaluation signals. | Klaus Pawelzik, Udo A. Ernst, David Rotermund |
| 2006 | Evolving multi-segment 'super-lamprey' CPG's for increased swimming control. | Leena N. Patel, Alan F. Murray, John Hallam |
| 2006 | Selection of more than one gene at a time for cancer prediction from gene expression data. | Oleg Okun, Nikolay G. Zagoruiko, Alexessander Alves, Olga Kutnenko, Irina Borisova |
| 2006 | An algorithm for fast and reliable ESOM learning. | Mario Ncker, Fabian Mrchen, Alfred Ultsch |
| 2006 | Hierarchical analysis of GSM network performance data. | Mikko Multanen, Kimmo Raivio, Pasi Lehtimki |
| 2006 | Learning and discrimination through STDP in a top-down modulated associative memory. | Anthony Mouraud, Hlne Paugam-Moisy |
| 2006 | Bayesian source separation: beyond PCA and ICA. | Ali Mohammad-Djafari |
| 2006 | Cluster detection algorithm in neural networks. | David Meunier, Hlne Paugam-Moisy |
| 2006 | Data mining techniques for feature selection in blood cell recognition. | Tomasz Markiewicz, Stanislaw Osowski |
| 2006 | Probabilistic classifiers and time-scale representations: application to the monitoring of a tramway guiding system. | Zahra Hamou Mamar, Pierre Chainais, Alexandre Aussem |
| 2006 | Learning with monotonicity requirements for optimal routing with end-to-end quality of service constraints. | Antoine Mahul, Alexandre Aussem |
| 2006 | Dynamical reservoir properties as network effects. | Carlos Loureno |