Supervised and unsupervised learning, Statistical Pattern Recognition, Flexible regression/discrimination/clustering techniques.
Sparsity Inducing Penalties, Representation learning, Co-Clustering, Cross-Validation, Semi-supervised learning, Noise Injection, Evidential Pattern Recognition, Bioinformatics, Fault Diagnosis & Environmental Monitoring.
Frisch, G. | PhD candidate |
Co-clustering for collaborative filtering, 2018-2021 | |
co-supervision with J.-B. Leger |
Cara, F. | PhD candidate |
Machine learning in industrial diagnosis and process control, 2018-2021 | |
co-supervision with N. Boudaoud (Roberval) |
Loukkal, A. | PhD candidate |
Localization and semantic segmentation with a cartographic prior, 2017-2021 |
Li, X. | researcher |
Baidu, Beijing | Regularization for deep transfer learning, 2016-2019 |
co-supervision with F. Davoine |
Puthiya Parambath, S. A. | researcher | QCRI, Qatar |
New methods for learning with multiple objectives, 2013-2016 | |
co-supervision with N. Usunier |
Garcia-Duran, A. | researcher |
NEC, Germany | |
Learning representations in multi-relational graphs: algorithms and applications, 2013-2016 | |
co-supervision with A. Bordes et N. Usunier |
Bécu, J.-M. | engineer |
ACOEM, Lyon | |
Uncertainty in Sparse Regression, 2012-2015 | |
co-supervision with C. Ambroise |
Liu, X. | engineer |
NoisyChannels | |
Weakly Supervised Bio-NLP, 2011-2014 | |
co-supervision with A. Bordes |
Sánchez, L. F. | engineer |
Amadeus | |
Sparse Classification and Clustering, 2010-2013 | |
co-supervision with G. Govaert |
Lomet, A. | researcher |
CEA | |
Model Selection for the Latent Block Model, 2009-2012. | |
co-supervision with G. Govaert |
Szafranski, M. | associate professor, |
ENSIIE | |
Hierarchical Penalization for Incorporating Knowledge in Statistical Model, 2005-2008. | |
co-supervision with P. Morizet-Mahoudeaux |
Hérault, R. | associate professor, |
INSA Rouen | |
Vision and Statistical Learning for Characterizing Human Behavior, 2004-2007. | |
co-supervision with F. Davoine |
Avalos, M. | associate professor, |
Université Bordeaux 2 | |
Parsimonious Additive Models, 2001-2004 | |
co-supervision with C. Ambroise |
Maquiné de Souza, S. G. | researcher, |
CIRSEE, Suez Environnement | |
Wastewater Sludge Processing by Image Analysis, 2000-2005 | |
co-supervision with T. Denœux |
François, J. | engineer, |
PALM | |
Data and knowledge fusion : an evolutive approach to diagnosis, 1997-2000 |