| 2012 | Linear kernel combination using boosting. | Alexis Lechervy, Philippe Henri Gosselin, Frdric Precioso |
| 2012 | gNBXe - a Reconfigurable Neuroprocessor for Various Types of Self-Organizing Maps. | Jan Lachmair, Erzsbet Mernyi, Mario Porrmann, Ulrich Rckert |
| 2012 | How regular is neuronal activity? | Lubomir Kostal, Petr Lnsk, Ondrej Pokora |
| 2012 | Integration of Structural Expert Knowledge about Classes for Classification Using the Fuzzy Supervised Neural Gas. | Marika Kstner, Wieland Hermann, Thomas Villmann |
| 2012 | Image reconstruction using an iterative SOM based algorithm. | Manel Jouini, Sylvie Thiria, Michel Crpon |
| 2012 | L1-based compression of random forest models. | Arnaud Joly, Franois Schnitzler, Pierre Geurts, Louis Wehenkel |
| 2012 | Manifold-based non-parametric learning of action-value functions. | Hunor Jakab, Lehel Csat |
| 2012 | Curves clustering with approximation of the density of functional random variables. | Julien Jacques, Cristian Preda |
| 2012 | On the Independence of the Individual Predictions in Parallel Randomized Ensembles. | Daniel Hernndez-Lobato, Gonzalo Martnez-Muoz, Alberto Surez |
| 2012 | learning task relatedness via dirichlet process priors for linear regression models. | Marcel Hermkes, Nicolas Kuehn, Carsten Riggelsen |
| 2012 | A hybrid CMOS/memristive nanoelectronic circuit for programming synaptic weights. | Arne Heittmann, Tobias G. Noll |
| 2012 | Simple reservoirs with chain topology based on a single time-delay nonlinear node. | Jos Manuel Gutirrez, Daniel San-Martn, Silvia Ortin, Luis Pesquera |
| 2012 | Unsupervised learning of motion patterns. | Thomas Guthier, Julian Eggert, Volker Willert |
| 2012 | Parallelization of Deep Networks. | Michele De Filippo De Grazia, Ivilin Peev Stoianov, Marco Zorzi |
| 2012 | Relevance learning for time series inspection. | Andrej Gisbrecht, Dusan Sovilj, Barbara Hammer, Amaury Lendasse |
| 2012 | Out-of-sample kernel extensions for nonparametric dimensionality reduction. | Andrej Gisbrecht, Wouter Lueks, Bassam Mokbel, Barbara Hammer |
| 2012 | Modified Conn-Index for the evaluation of fuzzy clusterings. | Tina Geweniger, Marika Kstner, Mandy Lange, Thomas Villmann |
| 2012 | Joint Regression and Linear Combination of Time Series for Optimal Prediction. | Dries Geebelen, Kim Batselier, Philippe Dreesen, Marco Signoretto, Johan A. K. Suykens, Bart De Moor, Joos Vandewalle |
| 2012 | Theory of Input Driven Dynamical Systems. | Manjunath Gandhi, Peter Tio, Herbert Jaeger |
| 2012 | Constructive Reservoir Computation with Output Feedbacks for Structured Domains. | Claudio Gallicchio, Alessio Micheli, Giulio Visco |
| 2012 | On the Potential Inadequacy of Mutual Information for Feature Selection. | Benot Frnay, Gauthier Doquire, Michel Verleysen |
| 2012 | Learning visuo-motor coordination for pointing without depth calculation. | Ananda Freire, Andre Lemme, Jochen J. Steil, Guilherme A. Barreto |
| 2012 | An Exploration of Research Directions in Machine Ensemble Theory and Applications. | Anbal R. Figueiras-Vidal, Lior Rokach |
| 2012 | Sparse Nonparametric Topic Model for Transfer Learning. | Ali Faisal, Jussi Gillberg, Jaakko Peltonen, Gayle Leen, Samuel Kaski |
| 2012 | Regularized Committee of Extreme Learning Machine for Regression Problems. | Pablo Escandell-Montero, Jos Mara Martnez-Martnez, Emilio Soria-Olivas, Josep Guimer-Toms, Marcelino Martnez-Sober, Antonio J. Serrano-Lpez |