| 2010 | Active set training of support vector regressors. | Shigeo Abe |
| 2009 | Fuzzy Fleiss-kappa for Comparison of Fuzzy Classifiers. | Dietlind Zhlke, Tina Geweniger, Ulrich Heimann, Thomas Villmann |
| 2009 | Bayesian periodogram smoothing for speech enhancement. | Xueru Zhang, Alexander Ypma, Bert de Vries |
| 2009 | Modeling pigeon behavior using a Conditional Restricted Boltzmann Machine. | Matthew D. Zeiler, Graham W. Taylor, Nikolaus F. Troje, Geoffrey E. Hinton |
| 2009 | Equilibrium properties of off-line LVQ. | Aree Witoelar, Michael Biehl, Barbara Hammer |
| 2009 | A computational framework for exploratory data analysis. | Axel Wismller |
| 2009 | The Exploration Machine - a novel method for structure-preserving dimensionality reduction. | Axel Wismller |
| 2009 | A variational radial basis function approximation for diffusion processes. | Michail D. Vrettas, Dan Cornford, Yuan Shen |
| 2009 | Comparison between linear discrimination analysis and support vector machine for detection of pesticide on spinach leaf by hyperspectral imaging with excitation-emission matrix. | Mizuki Tsuta, Gamal El Masry, Takehiro Sugiyama, Kaori Fujita, Junichi Sugiyama |
| 2009 | A self-training method for learning to rank with unlabeled data. | Tuong-Vinh Truong, Massih-Reza Amini, Patrick Gallinari |
| 2009 | A semi-supervised approach to question classification. | David Toms, Claudio Giuliano |
| 2009 | SOM based methods in early fault detection of nuclear industry. | Miki Sirola, Jaakko Talonen, Golan Lampi |
| 2009 | Novel Modular Weightless Neural Architectures for Biometrics-based Recognition. | Konstantinos Sirlantzis, Gareth Howells, Bogdan Gherman |
| 2009 | Embedding Proximal Support Vectors into Randomized Trees. | Cdric Simon, Christophe De Vleeschouwer, Jrme Meessen |
| 2009 | Echo State networks and Neural network Ensembles to predict Sunspots activity. | Friedhelm Schwenker, Amr Labib |
| 2009 | Hyperparameter Learning in Robust Soft LVQ. | Petra Schneider, Michael Biehl, Barbara Hammer |
| 2009 | Neural Maps and Learning Vector Quantization - Theory and Applications. | Frank-Michael Schleif, Thomas Villmann |
| 2009 | Forward feature selection using Residual Mutual Information. | Erik Schaffernicht, Christoph Mller, Klaus Debes, Horst-Michael Gross |
| 2009 | Gene expression data analysis using spatiotemporal blind source separation. | Matthieu Sainlez, Pierre-Antoine Absil, Andrew E. Teschendorff |
| 2009 | SVM-based learning method for improving colour adjustment in automotive basecoat manufacturing. | Francisco Javier Ruiz, Nria Agell, Cecilio Angulo |
| 2009 | Topologically Ordered Graph Clustering via Deterministic Annealing. | Fabrice Rossi, Nathalie Villa |
| 2009 | Sensors selection for P300 speller brain computer interface. | Bertrand Rivet, Antoine Souloumiac, Guillaume Gibert, Virginie Attina, Olivier Bertrand |
| 2009 | Attractor-based computation with reservoirs for online learning of inverse kinematics. | Ren Felix Reinhart, Jochen J. Steil |
| 2009 | Semi-supervised bipartite ranking with the normalized Rayleigh coefficient. | Liva Ralaivola |
| 2009 | Transductively Learning from Positive Examples Only. | Kristiaan Pelckmans, Johan A. K. Suykens |