| 2011 | Training of multiple classifier systems utilizing partially labeled sequential data sets. | Martin Schels, Patrick Schillinger, Friedhelm Schwenker |
| 2011 | New conditioning model for robots. | Jean Marc Salotti |
| 2011 | General bound of overfitting for MLP regression models. | Joseph Rynkiewicz |
| 2011 | The role of Fisher information in primary data space for neighbourhood mapping. | Hctor Ruiz, Ian H. Jarman, Jos David Martn-Guerrero, Paulo J. G. Lisboa |
| 2011 | Statistical properties of the 'Hopfield estimator' of dynamical systems. | Miguel A. Atencia Ruiz, Gonzalo Joya Caparrs |
| 2011 | Communication Challenges in Cloud K-means. | Fabrice Rossi, Matthieu Durut |
| 2011 | Negatively Correlated Echo State Networks. | Ali Rodan, Peter Tio |
| 2011 | Reservoir regularization stabilizes learning of Echo State Networks with output feedback. | Ren Felix Reinhart, Jochen J. Steil |
| 2011 | Learning of causal relations. | John A. Quinn, Joris M. Mooij, Tom Heskes, Michael Biehl |
| 2011 | A distributed learning algorithm based on two-layer artificial neural networks and genetic algorithms. | Diego Peteiro-Barral, Bertha Guijarro-Berdias, Beatriz Prez-Snchez, Oscar Fontenla-Romero |
| 2011 | SO-VAT: Self-Organizing Visual Assessment of cluster Tendency for large data sets. | Enrique Pelayo, Carlos Orrite-Uruuela, J. David Buldain Prez |
| 2011 | Effects of sparseness and randomness of pairwise distance matrix on t-SNE results. | Eli Parviainen |
| 2011 | Anticipating Rewards in Continuous Time and Space with Echo State Networks and Actor-Critic Design. | Mohamed Oubbati |
| 2011 | A post-processing strategy for SVM learning from unbalanced data. | Haydemar Nez, Luis Gonzlez Abril, Cecilio Angulo |
| 2011 | Causal relevance learning for robust classification under interventions. | Ernest Mwebaze, John A. Quinn, Michael Biehl |
| 2011 | Adaptive Kernel Smoothing Regression for Spatio-Temporal Environmental Datasets. | Federico Montesino-Pouzols, Amaury Lendasse |
| 2011 | Symbolic computing of LS-SVM based models. | Siamak Mehrkanoon, Li Jiang, Carlos Alzate, Johan A. K. Suykens |
| 2011 | Growing Hierarchical Sectors on Sectors. | Jos M. Martnez-Villena, Pablo Escandell-Montero, Emilio Soria-Olivas, Jos David Martn-Guerrero, Juan Gmez, Joan Vila-Francs |
| 2011 | Time Experiencing by Robotic Agents. | Michail Maniadakis, Marc Wittmann, Panos E. Trahanias |
| 2011 | Iterative multi-task sequence labeling for predicting structural properties of proteins. | Francis Maes, Julien Becker, Louis Wehenkel |
| 2011 | Inferring the causal decomposition under the presence of deterministic relations. | Jan Lemeire, Stijn Meganck, Francesco Cartella, Tingting Liu, Alexander R. Statnikov |
| 2011 | Sparse LS-SVMs with L0 - norm minimization. | Jorge Lpez Lzaro, Kris De Brabanter, Jos R. Dorronsoro, Johan A. K. Suykens |
| 2011 | Nearest neighbors and correlation dimension for dimensionality estimation. Application to factor analysis of real biological time series data. | Jrme Lapuyade-Lahorgue, Ali Mohammad-Djafari |
| 2011 | Class-Specific Feature Selection for One-Against-All Multiclass SVMs. | Gal de Lannoy, Damien Franois, Michel Verleysen |
| 2011 | A Spectral Based Clustering Algorithm for Categorical Data with Maximum Modularity. | Lazhar Labiod, Youns Bennani |