| 2012 | 20th European Symposium on Artificial Neural Networks, ESANN 2012, Bruges, Belgium, April 25-27, 2012 |
| 2012 | A CUSUM approach for online change-point detection on curve sequences. Nicolas Cheifetz, Allou Samé, Patrice Aknin, Emmanuel De Verdalle |
| 2012 | A Discussion on Parallelization Schemes for Stochastic Vector Quantization Algorithms. Matthieu Durut, Benoît Patra, Fabrice Rossi |
| 2012 | A GPU-accelerated algorithm for self-organizing maps in a distributed environment. Peter Wittek, Sándor Darányi |
| 2012 | A discrete/rhythmic pattern generating RNN. Tim Waegeman, Francis Wyffels, Benjamin Schrauwen |
| 2012 | A generative model that learns Betti numbers from a data set. Maxime Maillot, Michaël Aupetit, Gérard Govaert |
| 2012 | A hybrid CMOS/memristive nanoelectronic circuit for programming synaptic weights. Arne Heittmann, Tobias G. Noll |
| 2012 | Adaptive Optimization for Cross Validation. Alessandro Rudi, Gabriele Chiusano, Alessandro Verri |
| 2012 | Adaptive learning for complex-valued data. Kerstin Bunte, Frank-Michael Schleif, Michael Biehl |
| 2012 | An Exploration of Research Directions in Machine Ensemble Theory and Applications. Aníbal R. Figueiras-Vidal, Lior Rokach |
| 2012 | An analysis of Gaussian-binary restricted Boltzmann machines for natural images. Nan Wang, Jan Melchior, Laurenz Wiskott |
| 2012 | Application of Dynamic Time Warping on Kalman Filtering Framework for Abnormal ECG Filtering. Mohammad Niknazar, Bertrand Rivet, Christian Jutten |
| 2012 | Assessment of sequential Boltmann machines on a lexical processing task. Alberto Testolin, Alessandro Sperduti, Ivilin Peev Stoianov, Marco Zorzi |
| 2012 | Automatic Group-Outlier Detection. Amine Chaibi, Hanane Azzag, Mustapha Lebbah |
| 2012 | Automatic selection of the number of spatial filters for motor-imagery BCI. Yuan Yang, Sylvain Chevallier, Joe Wiart, Isabelle Bloch |
| 2012 | Averaging of kernel functions. Lluís Belanche, Alessandra Tosi |
| 2012 | BCI Signal Classification using a Riemannian-based kernel. Alexandre Barachant, Stéphane Bonnet, Marco Congedo, Christian Jutten |
| 2012 | Balancing of neural contributions for multi-modal hidden state association. Christian Emmerich, René Felix Reinhart, Jochen J. Steil |
| 2012 | Cartogram representation of the batch-SOM magnification factor. Alessandra Tosi, Alfredo Vellido |
| 2012 | Classifying Scotch Whisky from near-infrared Raman spectra with a Radial Basis Function Network with Relevance Learning. Andreas Backhaus, Praveen Cheriyan Ashok, Bavishna Balagopal Praveen, Kishan Dholakia, Udo Seiffert |
| 2012 | Cluster homogeneity as a semi-supervised principle for feature selection using mutual information. Frederico Coelho, Antônio de Pádua Braga, Michel Verleysen |
| 2012 | Combined scattering for rotation invariant texture analysis. Laurent Sifre, Stéphane Mallat |
| 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 | Constructing similarity networks using the Fisher information metric. Héctor Ruiz, Sandra Ortega-Martorell, Ian H. Jarman, José David Martín-Guerrero, Paulo J. G. Lisboa |
| 2012 | Constructive Reservoir Computation with Output Feedbacks for Structured Domains. Claudio Gallicchio, Alessio Micheli, Giulio Visco |
| 2012 | Curves clustering with approximation of the density of functional random variables. Julien Jacques, Cristian Preda |
| 2012 | Deconvolution in nonparametric statistics. Kris De Brabanter, Bart De Moor |
| 2012 | Discriminant functional gene groups identification with machine learning and prior knowledge. Grzegorz Zycinski, Margherita Squillario, Annalisa Barla, Tiziana Sanavia, Alessandro Verri, Barbara Di Camillo |
| 2012 | Dissimilarity Clustering by Hierarchical Multi-Level Refinement. Brieuc Conan-Guez, Fabrice Rossi |
| 2012 | Distributed learning via Diffusion adaptation with application to ensemble learning. Zaid J. Towfic, Jianshu Chen, Ali H. Sayed |
| 2012 | EMFit based Ultrasonic Phased Arrays with evolved Weights for Biomimetic Target Localization. Jan Steckel, Andre Boen, Dieter Vanderelst, Herbert Peremans |
| 2012 | Effects of noise-reduction on neural function approximation. Frank-Florian Steege, Volker Stephan, Horst-Michael Groß |
| 2012 | Fast calibration of hand movements-based interface for arm exoskeleton control. Hugo Martin, Sylvain Chevallier, Éric Monacelli |
| 2012 | From neuronal cost-based metrics towards sparse coded signals classification. Anthony Mouraud, Quentin Barthélemy, Aurélien Mayoue, Cédric Gouy-Pailler, Anthony Larue, Hélène Paugam-Moisy |
| 2012 | Functional Mixture Discriminant Analysis with hidden process regression for curve classification. Faicel Chamroukhi, Hervé Glotin, Céline Rabouy |
| 2012 | Hardware accelerated real time classification of hyperspectral imaging data for coffee sorting. Andreas Backhaus, Jan Lachmair, Ulrich Rückert, Udo Seiffert |
| 2012 | Hidden Markov models for time series of counts with excess zeros. Madalina Olteanu, James Ridgway |
| 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 | How regular is neuronal activity? Lubomir Kostal, Petr Lánský, Ondrej Pokora |
| 2012 | Hybrid hierarchical clustering: cluster assessment via cluster validation indices. Mark J. Embrechts, Jonathan D. Linton, Christopher J. Gatti |
| 2012 | Image reconstruction using an iterative SOM based algorithm. Manel Jouini, Sylvie Thiria, Michel Crépon |
| 2012 | Implementation Issues of Kohonen Self-Organizing Map Realized on FPGA. Rafal Dlugosz, Marta Kolasa, Michal Szulc, Witold Pedrycz, Pierre-André Farine |
| 2012 | Incremental feature building and classification for image segmentation. Guillaume Bernard, Michel Verleysen, John Aldo Lee |
| 2012 | Input-Output Hidden Markov Models for trees. Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2012 | Integration of Structural Expert Knowledge about Classes for Classification Using the Fuzzy Supervised Neural Gas. Marika Kästner, Wieland Hermann, Thomas Villmann |
| 2012 | Interval coded scoring systems for survival analysis. Vanya Van Belle, Sabine Van Huffel, Johan A. K. Suykens, Stephen P. Boyd |
| 2012 | Introducing diversity among the models of multi-label classification ensemble. Lena Chekina, Lior Rokach, Bracha Shapira |
| 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 | L1-based compression of random forest models. Arnaud Joly, François Schnitzler, Pierre Geurts, Louis Wehenkel |
| 2012 | Learning Object-Class Segmentation with Convolutional Neural Networks. Hannes Schulz, Sven Behnke |
| 2012 | Learning geometric combinations of Gaussian kernels with alternating Quasi-Newton algorithm. David Picard, Nicolas Thome, Matthieu Cord, Alain Rakotomamonjy |
| 2012 | Learning visuo-motor coordination for pointing without depth calculation. Ananda Freire, Andre Lemme, Jochen J. Steil, Guilherme A. Barreto |
| 2012 | Linear kernel combination using boosting. Alexis Lechervy, Philippe Henri Gosselin, Frédéric Precioso |
| 2012 | Low-Power Manhattan Distance Calculation Circuit for Self-Organizing Neural Networks Implemented in the CMOS Technology. Rafal Dlugosz, Tomasz Talaska, Witold Pedrycz, Pierre-André Farine |
| 2012 | Making machine learning models interpretable. Alfredo Vellido, José David Martín-Guerrero, Paulo J. G. Lisboa |
| 2012 | Manifold-based non-parametric learning of action-value functions. Hunor Jakab, Lehel Csató |
| 2012 | Matrix relevance LVQ in steroid metabolomics based classification of adrenal tumors. Michael Biehl, Petra Schneider, David Smith, Han Stiekema, Angela Taylor, Beverly Hughes, Cedric Shackleton, Paul Stewart, Wiebke Arlt |
| 2012 | Modified Conn-Index for the evaluation of fuzzy clusterings. Tina Geweniger, Marika Kästner, Mandy Lange, Thomas Villmann |
| 2012 | On the Independence of the Individual Predictions in Parallel Randomized Ensembles. Daniel Hernández-Lobato, Gonzalo Martínez-Muñoz, Alberto Suárez |
| 2012 | On the Potential Inadequacy of Mutual Information for Feature Selection. Benoît Frénay, Gauthier Doquire, Michel Verleysen |
| 2012 | One Class SVM and Canonical Correlation Analysis increase performance in a c-VEP based Brain-Computer Interface (BCI). Martin Spüler, Wolfgang Rosenstiel, Martin Bogdan |
| 2012 | One-class classifier based on extreme value statistics. David Martínez-Rego, Evan Kriminger, José C. Príncipe, Oscar Fontenla-Romero, Amparo Alonso-Betanzos |
| 2012 | Out-of-sample kernel extensions for nonparametric dimensionality reduction. Andrej Gisbrecht, Wouter Lueks, Bassam Mokbel, Barbara Hammer |
| 2012 | Parallel neural hardware: the time is right. Ulrich Rückert, Erzsébet Merényi |
| 2012 | Parallelization of Deep Networks. Michele De Filippo De Grazia, Ivilin Peev Stoianov, Marco Zorzi |
| 2012 | Posterior regularization and attribute assessment of under-determined linear mappings. Marc Strickert, Michael Seifert |
| 2012 | Process Mining in Non-Stationary Environments. Phil Weber, Peter Tiño, Behzad Bordbar |
| 2012 | Quantile regression with multilayer perceptrons. Joseph Rynkiewicz, Solohaja-Faniaha Dimby |
| 2012 | RNN Based Batch Mode Active Learning Framework. Gaurav Maheshwari, Vikram Pudi |
| 2012 | Range-based non-orthogonal ICA using cross-entropy method. Suviseshamuthu Easter Selvan, Amit Chattopadhyay, Umberto Amato, Pierre-Antoine Absil |
| 2012 | Real time drunkenness analysis in a realistic car simulation. Audrey Robinel, Didier Puzenat |
| 2012 | Recent developments in clustering algorithms. Charles Bouveyron, Barbara Hammer, Thomas Villmann |
| 2012 | Recognition of HIV-1 subtypes and antiretroviral drug resistance using weightless neural networks. Caio Souza, Flavio Nobre, Priscila M. V. Lima, Robson Silva, Rodrigo Brindeiro, Felipe M. G. França |
| 2012 | Recurrent Neural State Estimation in Domains with Long-Term Dependencies. Siegmund Duell, Lina Weichbrodt, Alexander Hans, Steffen Udluft |
| 2012 | Regularized Committee of Extreme Learning Machine for Regression Problems. Pablo Escandell-Montero, José María Martínez-Martínez, Emilio Soria-Olivas, Josep Guimerá-Tomás, Marcelino Martínez-Sober, Antonio J. Serrano-López |
| 2012 | Relevance learning for time series inspection. Andrej Gisbrecht, Dusan Sovilj, Barbara Hammer, Amaury Lendasse |
| 2012 | Robust clustering of high-dimensional data. Anastasios Bellas, Charles Bouveyron, Marie Cottrell, Jérôme Lacaille |
| 2012 | Semi-Supervised Neural Gas for Adaptive Brain-Computer Interfaces. Hannes Riechmann, Andrea Finke |
| 2012 | Short Term Memory Quantifications in Input-Driven Linear Dynamical Systems. Peter Tiño, Ali Rodan |
| 2012 | Similarity networks for heterogeneous data. Lluís Belanche, Jerónimo Hernández-González |
| 2012 | Simple reservoirs with chain topology based on a single time-delay nonlinear node. José Manuel Gutiérrez, Daniel San-Martín, Silvia Ortin, Luis Pesquera |
| 2012 | Sparse Nonparametric Topic Model for Transfer Learning. Ali Faisal, Jussi Gillberg, Jaakko Peltonen, Gayle Leen, Samuel Kaski |
| 2012 | Structural Risk Minimization and Rademacher Complexity for Regression. Davide Anguita, Alessandro Ghio, Luca Oneto, Sandro Ridella |
| 2012 | Supervised and unsupervised classification approaches for human activity recognition using body-mounted sensors. Dorra Trabelsi, Samer Mohammed, Faicel Chamroukhi, Latifa Oukhellou, Yacine Amirat |
| 2012 | Supervised learning to tune simulated annealing for in silico protein structure prediction. Alejandro Marcos Alvarez, Francis Maes, Louis Wehenkel |
| 2012 | The 'K' in K-fold Cross Validation. Davide Anguita, Luca Ghelardoni, Alessandro Ghio, Luca Oneto, Sandro Ridella |
| 2012 | The Exploration vs Exploitation Trade-Off in Bandit Problems: An Empirical Study. Bernard Manderick, Saba Q. Yahyaa |
| 2012 | The error-related potential and BCIs. Sandra Rousseau, Christian Jutten, Marco Congedo |
| 2012 | The stability of feature selection and class prediction from ensemble tree classifiers. Jérôme Paul, Michel Verleysen, Pierre Dupont |
| 2012 | Theory of Input Driven Dynamical Systems. Manjunath Gandhi, Peter Tiño, Herbert Jaeger |
| 2012 | Towards biologically realistic multi-compartment neuron model emulation in analog VLSI. Sebastian Millner, Andreas Hartel, Johannes Schemmel, Karlheinz Meier |
| 2012 | Type 1 and 2 symmetric divergences for stochastic neighbor embedding. John Aldo Lee |
| 2012 | Unmixing Hyperspectral Images with Fuzzy Supervised Self-Organizing Maps. Thomas Villmann, Erzsébet Merényi, William H. Farrand |
| 2012 | Unsupervised learning of motion patterns. Thomas Guthier, Julian Eggert, Volker Willert |
| 2012 | Using event-based metric for event-based neural network weight adjustment. Thierry Viéville, Rodrigo Salas, Bruno Cessac |
| 2012 | Visualizing the quality of dimensionality reduction. Bassam Mokbel, Wouter Lueks, Andrej Gisbrecht, Michael Biehl, Barbara Hammer |
| 2012 | Weighted/Structured Total Least Squares problems and polynomial system solving. Philippe Dreesen, Kim Batselier, Bart De Moor |
| 2012 | enhanced emotion recognition by feature selection to animate a talking head. Hela Daassi-Gnaba, Yacine Oussar |
| 2012 | extended visualization method for classification trees. José María Martínez-Martínez, Pablo Escandell-Montero, Emilio Soria-Olivas, José David Martín-Guerrero, Juan Gómez-Sanchís, Joan Vila-Francés |
| 2012 | gNBXe - a Reconfigurable Neuroprocessor for Various Types of Self-Organizing Maps. Jan Lachmair, Erzsébet Merényi, Mario Porrmann, Ulrich Rückert |
| 2012 | intrinsic plasticity via natural gradient descent. Klaus Neumann, Jochen J. Steil |
| 2012 | learning task relatedness via dirichlet process priors for linear regression models. Marcel Hermkes, Nicolas Kuehn, Carsten Riggelsen |
| 2012 | magnitude sensitive competitive learning. Enrique Pelayo, J. David Buldain Pérez, Carlos Orrite |
| 2012 | maximum likelihood estimation and polynomial system solving. Kim Batselier, Philippe Dreesen, Bart De Moor |
| 2012 | modularity-based clustering for network-constrained trajectories. Mohamed Khalil El Mahrsi, Fabrice Rossi |
| 2012 | texture classification based on symbolic data analysis. Carlos Wilson Dantas de Almeida, Renata M. C. R. Souza, Ana Lucia B. Candeias |