| 2012 | Quantile regression with multilayer perceptrons. | Joseph Rynkiewicz, Solohaja-Faniaha Dimby |
| 2012 | Constructing similarity networks using the Fisher information metric. | Hctor Ruiz, Sandra Ortega-Martorell, Ian H. Jarman, Jos David Martn-Guerrero, Paulo J. G. Lisboa |
| 2012 | Adaptive Optimization for Cross Validation. | Alessandro Rudi, Gabriele Chiusano, Alessandro Verri |
| 2012 | Parallel neural hardware: the time is right. | Ulrich Rckert, Erzsbet Mernyi |
| 2012 | The error-related potential and BCIs. | Sandra Rousseau, Christian Jutten, Marco Congedo |
| 2012 | Real time drunkenness analysis in a realistic car simulation. | Audrey Robinel, Didier Puzenat |
| 2012 | Semi-Supervised Neural Gas for Adaptive Brain-Computer Interfaces. | Hannes Riechmann, Andrea Finke |
| 2012 | Learning geometric combinations of Gaussian kernels with alternating Quasi-Newton algorithm. | David Picard, Nicolas Thome, Matthieu Cord, Alain Rakotomamonjy |
| 2012 | magnitude sensitive competitive learning. | Enrique Pelayo, J. David Buldain Prez, Carlos Orrite |
| 2012 | The stability of feature selection and class prediction from ensemble tree classifiers. | Jrme Paul, Michel Verleysen, Pierre Dupont |
| 2012 | Hidden Markov models for time series of counts with excess zeros. | Madalina Olteanu, James Ridgway |
| 2012 | Application of Dynamic Time Warping on Kalman Filtering Framework for Abnormal ECG Filtering. | Mohammad Niknazar, Bertrand Rivet, Christian Jutten |
| 2012 | From neuronal cost-based metrics towards sparse coded signals classification. | Anthony Mouraud, Quentin Barthlemy, Aurlien Mayoue, Cdric Gouy-Pailler, Anthony Larue, Hlne Paugam-Moisy |
| 2012 | Visualizing the quality of dimensionality reduction. | Bassam Mokbel, Wouter Lueks, Andrej Gisbrecht, Michael Biehl, Barbara Hammer |
| 2012 | Complex Valued Artificial Recurrent Neural Network as a Novel Approach to Model the Perceptual Binding Problem. | Alexey Minin, Alois C. Knoll, Hans-Georg Zimmermann |
| 2012 | Towards biologically realistic multi-compartment neuron model emulation in analog VLSI. | Sebastian Millner, Andreas Hartel, Johannes Schemmel, Karlheinz Meier |
| 2012 | Highly efficient localisation utilising weightless neural systems. | Ben McElroy, Michael Gillham, Gareth Howells, Sarah K. Spurgeon, Stephen Kelly, John C. Batchelor, Matthew Pepper |
| 2012 | One-class classifier based on extreme value statistics. | David Martnez-Rego, Evan Kriminger, Jos C. Prncipe, Oscar Fontenla-Romero, Amparo Alonso-Betanzos |
| 2012 | extended visualization method for classification trees. | Jos Mara Martnez-Martnez, Pablo Escandell-Montero, Emilio Soria-Olivas, Jos David Martn-Guerrero, Juan Gmez-Sanchs, Joan Vila-Francs |
| 2012 | Fast calibration of hand movements-based interface for arm exoskeleton control. | Hugo Martin, Sylvain Chevallier, ric Monacelli |
| 2012 | The Exploration vs Exploitation Trade-Off in Bandit Problems: An Empirical Study. | Bernard Manderick, Saba Q. Yahyaa |
| 2012 | A generative model that learns Betti numbers from a data set. | Maxime Maillot, Michal Aupetit, Grard Govaert |
| 2012 | modularity-based clustering for network-constrained trajectories. | Mohamed Khalil El Mahrsi, Fabrice Rossi |
| 2012 | RNN Based Batch Mode Active Learning Framework. | Gaurav Maheshwari, Vikram Pudi |
| 2012 | Type 1 and 2 symmetric divergences for stochastic neighbor embedding. | John Aldo Lee |