| 2012 | Balancing of neural contributions for multi-modal hidden state association. | Christian Emmerich, Ren Felix Reinhart, Jochen J. Steil |
| 2012 | Hybrid hierarchical clustering: cluster assessment via cluster validation indices. | Mark J. Embrechts, Jonathan D. Linton, Christopher J. Gatti |
| 2012 | A Discussion on Parallelization Schemes for Stochastic Vector Quantization Algorithms. | Matthieu Durut, Benot Patra, Fabrice Rossi |
| 2012 | Recurrent Neural State Estimation in Domains with Long-Term Dependencies. | Siegmund Duell, Lina Weichbrodt, Alexander Hans, Steffen Udluft |
| 2012 | Weighted/Structured Total Least Squares problems and polynomial system solving. | Philippe Dreesen, Kim Batselier, Bart De Moor |
| 2012 | Low-Power Manhattan Distance Calculation Circuit for Self-Organizing Neural Networks Implemented in the CMOS Technology. | Rafal Dlugosz, Tomasz Talaska, Witold Pedrycz, Pierre-Andr Farine |
| 2012 | Implementation Issues of Kohonen Self-Organizing Map Realized on FPGA. | Rafal Dlugosz, Marta Kolasa, Michal Szulc, Witold Pedrycz, Pierre-Andr Farine |
| 2012 | enhanced emotion recognition by feature selection to animate a talking head. | Hela Daassi-Gnaba, Yacine Oussar |
| 2012 | Dissimilarity Clustering by Hierarchical Multi-Level Refinement. | Brieuc Conan-Guez, Fabrice Rossi |
| 2012 | Cluster homogeneity as a semi-supervised principle for feature selection using mutual information. | Frederico Coelho, Antnio de Pdua Braga, Michel Verleysen |
| 2012 | Introducing diversity among the models of multi-label classification ensemble. | Lena Chekina, Lior Rokach, Bracha Shapira |
| 2012 | A CUSUM approach for online change-point detection on curve sequences. | Nicolas Cheifetz, Allou Sam, Patrice Aknin, Emmanuel De Verdalle |
| 2012 | Functional Mixture Discriminant Analysis with hidden process regression for curve classification. | Faicel Chamroukhi, Herv Glotin, Cline Rabouy |
| 2012 | Automatic Group-Outlier Detection. | Amine Chaibi, Hanane Azzag, Mustapha Lebbah |
| 2012 | Adaptive learning for complex-valued data. | Kerstin Bunte, Frank-Michael Schleif, Michael Biehl |
| 2012 | Deconvolution in nonparametric statistics. | Kris De Brabanter, Bart De Moor |
| 2012 | Recent developments in clustering algorithms. | Charles Bouveyron, Barbara Hammer, Thomas Villmann |
| 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 | Incremental feature building and classification for image segmentation. | Guillaume Bernard, Michel Verleysen, John Aldo Lee |
| 2012 | Interval coded scoring systems for survival analysis. | Vanya Van Belle, Sabine Van Huffel, Johan A. K. Suykens, Stephen P. Boyd |
| 2012 | Robust clustering of high-dimensional data. | Anastasios Bellas, Charles Bouveyron, Marie Cottrell, Jrme Lacaille |
| 2012 | Averaging of kernel functions. | Llus Belanche, Alessandra Tosi |
| 2012 | Similarity networks for heterogeneous data. | Llus Belanche, Jernimo Hernndez-Gonzlez |
| 2012 | maximum likelihood estimation and polynomial system solving. | Kim Batselier, Philippe Dreesen, Bart De Moor |
| 2012 | BCI Signal Classification using a Riemannian-based kernel. | Alexandre Barachant, Stphane Bonnet, Marco Congedo, Christian Jutten |