| 2011 | Hierarchical clustering for graph visualization. | Stphan Clmenon, Hctor de Arazoza, Fabrice Rossi, Viet-Chi Tran |
| 2011 | A structure independent algorithm for causal discovery. | Tom Claassen, Tom Heskes |
| 2011 | Clustering data streams with weightless neural networks. | Douglas de O. Cardoso, Priscila M. V. Lima, Massimo De Gregorio, Joo Gama, Felipe M. G. Frana |
| 2011 | Mathematical Foundations of the Self Organized Neighbor Embedding (SONE) for Dimension Reduction and Visualization. | Kerstin Bunte, Frank-Michael Schleif, Sven Haase, Thomas Villmann |
| 2011 | Supervised dimension reduction mappings. | Kerstin Bunte, Michael Biehl, Barbara Hammer |
| 2011 | Analysis of a Reinforcement Learning algorithm using Self-Organizing Maps. | Vicente Buendia-Ramon, Emilio Soria-Olivas, Jos David Martn-Guerrero, Pablo Escandell-Montero, Jos M. Martnez-Villena |
| 2011 | Probabilistic Fisher discriminant analysis. | Charles Bouveyron, Camille Brunet |
| 2011 | A constraint-based approach to incorporate prior knowledge in causal models. | Giorgos Borboudakis, Sofia Triantafilou, Vincenzo Lagani, Ioannis Tsamardinos |
| 2011 | Multi-class classification in the presence of labelling errors. | Jakramate Bootkrajang, Ata Kabn |
| 2011 | Statistical dependence measure for feature selection in microarray datasets. | Vernica Boln-Canedo, Sohan Seth, Noelia Snchez-Maroo, Amparo Alonso-Betanzos, Jos C. Prncipe |
| 2011 | D-VisionDraughts: a draughts player neural network that learns by reinforcement in a high performance environment. | Ayres Roberto Arajo Barcelos, Rita Maria da Silva Julia, Rivalino Matias Jnior |
| 2011 | An Introduction to Deep Learning. | Ludovic Arnold, Sbastien Rebecchi, Sylvain Chevallier, Hlne Paugam-Moisy |
| 2011 | A unified approach to estimation and control of the False Discovery Rate in Bayesian network skeleton identification. | Angelos P. Armen, Ioannis Tsamardinos |
| 2011 | Maximal Discrepancy vs. Rademacher Complexity for error estimation. | Davide Anguita, Alessandro Ghio, Luca Oneto, Sandro Ridella |
| 2010 | Learning vector quantization for heterogeneous structured data. | Dietlind Zhlke, Frank-Michael Schleif, Tina Geweniger, Sven Haase, Thomas Villmann |
| 2010 | Exploiting hierarchical prediction structures for mixed 2d-3d tracking. | Chen Zhang, Julian Eggert |
| 2010 | Recent Advances in Nonlinear Dimensionality Reduction, Manifold and Topological Learning. | Axel Wismller, Michel Verleysen, Michal Aupetit, John Aldo Lee |
| 2010 | Adaptive velocity tuning for visual motion estimation. | Volker Willert, Julian Eggert |
| 2010 | Sparse representation of data. | Thomas Villmann, Frank-Michael Schleif, Barbara Hammer |
| 2010 | An automated SOM clustering based on data topology. | Kadim Tasdemir, Pavel Milenov |
| 2010 | Autoregressive independent process analysis with missing observations. | Zoltn Szab |
| 2010 | The Application of Gaussian Processes in the Prediction of Percutaneous Absorption for Mammalian and Synthetic Membranes. | Yi Sun, Gary P. Moss, Maria Prapopoulou, Rod Adams, Marc B. Brown, Neil Davey |
| 2010 | Curvilinear component analysis and Bregman divergences. | Jigang Sun, Colin Fyfe, Malcolm K. Crowe |
| 2010 | Adaptive matrix distances aiming at optimum regression subspaces. | Marc Strickert, Axel J. Soto, Gustavo E. Vazquez |
| 2010 | Neural competition for motion segmentation. | Jan Steffen, Michael Pardowitz, Jochen Jakob Steil, Helge J. Ritter |