| 2024 | IJCCI | Unsupervised Feature Selection Using Extreme Learning Machine. | Mamadou Kanout, Edith Grall-Mas, Pierre Beauseroy |
| 2023 | IJCCI | Neural Network-Based Approach for Supervised Nonlinear Feature Selection. | Mamadou Kanout, Edith Grall-Mas, Pierre Beauseroy |
| 2018 | ICPRAM | Abnormal Events Detection for Infrastructure Security using Key Metrics. | Van Khoa Le, Edith Grall-Mas, Pierre Beauseroy |
| 2017 | ICMLA | Transfer Learning for Large Scale Data Using Subspace Alignment. | Nassara Elhadji-Ille-Gado, Edith Grall-Mas, Malika Kharouf |
| 2017 | ICPRAM | Linear Discriminant Analysis based on Fast Approximate SVD. | Nassara Elhadji Ille Gado, Edith Grall-Mas, Malika Kharouf |
| 2016 | ICMLA | Linear Discriminant Analysis for Large-Scale Data: Application on Text and Image Data. | Nassara Elhadji Ille Gado, Edith Grall-Mas, Malika Kharouf |
| 2016 | ICPRAM | Assessing the Number of Clusters in a Mixture Model with Side-information. | Edith Grall-Mas, Duc Tung Dao |
| 2016 | ICPRAM | Criteria for Mixture-Model Clustering with Side-Information. | Edith Grall-Mas, Duc Tung Dao |
| 2015 | ICMLA | Linear KernelPCA and K-Means Clustering Using New Estimated Eigenvectors of the Sample Covariance Matrix. | Nassara Elhadji Ille Gado, Edith Grall-Mas, Malika Kharouf |
| 2014 | ESANN | The one-sided mean kernel: a positive definite kernel for time series. | Nicolas Chrysanthos, Pierre Beauseroy, Hichem Snoussi, Edith Grall-Mas, Fabrice Ferrand |
| 2012 | ICMLA | A Normalized Criterion of Spatial Clustering in Model-Based Framework. | X. Z. Wang, Edith Grall-Mas, Pierre Beauseroy |
| 2009 | ESANN | Gaussian Mixture Models for multiclass problems with performance constraints. | Nisrine Jrad, Edith Grall-Mas, Pierre Beauseroy |
| 2008 | ICMLA | A Supervised Decision Rule for Multiclass Problems Minimizing a Loss Function. | Nisrine Jrad, Edith Grall-Mas, Pierre Beauseroy |
| 2008 | ICPR | Supervised learning rule selection for multiclass decision with performance constraints. | Nisrine Jrad, Edith Grall-Mas, Pierre Beauseroy |
| 2006 | ICASSP | Fast Training and Efficient Linear Learning Machine. | Abdenour Bounsiar, Pierre Beauseroy, Edith Grall-Mas |
| 2006 | ICASSP | Multilabel Classification Rule with Performance Constraints. | Edith Grall-Mas, Pierre Beauseroy, Abdenour Bounsiar |