| 2010 | IJCNN | Dimensionality reduction by rank preservation. | Victor Onclinx, John Aldo Lee, Vincent Wertz, Michel Verleysen |
| 2008 | ESANN | Nonlinear data projection on a sphere with controlled trade-off between trustworthiness and continuity. | Victor Onclinx, Vincent Wertz, Michel Verleysen |
| 2008 | ICINCO | Exponential Observer for a Class of Nonlinear Distributed Parameter Systems with Application to a Nonisothermal Tubular Reactor. | Nadia Barje, Mohamed E. Achhab, Vincent Wertz |
| 2006 | ESANN | The permutation test for feature selection by mutual information. | Damien Franois, Vincent Wertz, Michel Verleysen |
| 2006 | ICANN | A Functional Approach to Variable Selection in Spectrometric Problems. | Fabrice Rossi, Damien Franois, Vincent Wertz, Michel Verleysen |
| 2005 | ESANN | Non-Euclidean metrics for similarity search in noisy datasets. | Damien Franois, Vincent Wertz, Michel Verleysen |
| 2004 | ESANN | Fast bootstrap for least-square support vector machines. | Amaury Lendasse, Geoffroy Simon, Vincent Wertz, Michel Verleysen |
| 2004 | IJCNN | Fast bootstrap applied to LS-SVM for long term prediction of time series. | Amaury Lendasse, Vincent Wertz, Geoffroy Simon, Michel Verleysen |
| 2003 | ESANN | Fast approximation of the bootstrap for model selection. | Geoffroy Simon, Amaury Lendasse, Vincent Wertz, Michel Verleysen |
| 2003 | ICANN | Model Selection with Cross-Validations and Bootstraps - Application to Time Series Prediction with RBFN Models. | Amaury Lendasse, Vincent Wertz, Michel Verleysen |
| 2003 | ICCS | Nonlinear Time Series Prediction by Weighted Vector Quantization. | Amaury Lendasse, Damien Franois, Vincent Wertz, Michel Verleysen |
| 2003 | IWANN | On the Effects of Dimensionality on Data Analysis with Neural Networks. | Michel Verleysen, Damien Franois, Geoffroy Simon, Vincent Wertz |
| 2001 | ESANN | Input data reduction for the prediction of financial time series. | Amaury Lendasse, John Aldo Lee, Eric de Bodt, Vincent Wertz, Michel Verleysen |
| 2000 | ESANN | Time series forecasting using CCA and Kohonen maps - application to electricity consumption. | Amaury Lendasse, John Aldo Lee, Vincent Wertz, Michel Verleysen |
| 1999 | ESANN | Extraction of intrinsic dimension using CCA - Application to blind sources separation. | Nicolas Donckers, Amaury Lendasse, Vincent Wertz, Michel Verleysen |