Sidebar
en:research
Table of Contents
Research Interests
Supervised and unsupervised learning, Statistical Pattern Recognition, Flexible regression/discrimination/clustering techniques.
Keywords
Sparsity Inducing Penalties, Representation learning, Co-Clustering, Cross-Validation, Semi-supervised learning, Noise Injection, Evidential Pattern Recognition, Bioinformatics, Fault Diagnosis & Environmental Monitoring.
PhD students
Current
| PhD candidate | Co-supervisor | Subject | Dates |
|---|---|---|---|
| Do, T. H. | Nguyen V. L. | Probabilistic Graphical Models for Complex Learning Tasks | 2023-2026 |
| Urbani N. | S. Rousseau | Detection of visual defects | 2021-2024 |
| Carvalho P. | A. Durupt (Roberval) | Machine learning in industrial diagnosis and process control | 2021-2024 |
Former
| PhD | Co-supervisor | Subject | Dates |
|---|---|---|---|
| G. Frisch | J.-B. Leger | Co-clustering for collaborative filtering | 2018-2021 |
| F. Cara | N. Boudaoud (Roberval) | Machine learning in industrial diagnosis and process control | 2018-2022 |
| A. Loukkal | Localization and semantic segmentation with a cartographic prior | 2017-2021 | |
| X. Li | F. Davoine | Regularization for deep transfer learning | 2016-2019 |
| S. A. Puthiya Parambath | N. Usunier | New methods for learning with multiple objectives | 2013-2016 |
| A. Garcia-Duran | A. Bordes, N. Usunier | Learning representations in multi-relational graphs: algorithms and applications | 2013-2016 |
| J.-M. Bécu | C. Ambroise (LaMME) | Uncertainty in Sparse Regression | 2012-2015 |
| X. Liu | A. Bordes | Weakly Supervised Bio-NLP | 2011-2014 |
| L. F. Sanchez | G. Govaert | Sparse Classification and Clustering | 2010-2013 |
| A. Lomet | G. Govaert | Model Selection for the Latent Block Model | 2009-2012 |
| M. Szafranski | P. Morizet | Hierarchical Penalization for Incorporating Knowledge in Statistical Model | 2005-2008 |
| R. Hérault | F. Davoine | Vision and Statistical Learning for Characterizing Human Behavior | 2004-2007 |
| M. Avalos | C. Ambroise | Parsimonious Additive Models | 2001-2004 |
| S. G. Maquiné de Souza | T. Denœux | Wastewater Sludge Processing by Image Analysis | 2000-2005 |
| J. François | Data and knowledge fusion: an evolutive approach to diagnosis | 1997-2000 |
Page Tools
en/research.txt · Last modified: by grandval
