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 ====== Keywords ====== ====== Keywords ======
  
-Sparsity Inducing Penalties, Co-Clustering, Cross-Validation, Semi-supervised learning, Noise Injection, Evidential Pattern Recognition, Bioinformatics, Fault Diagnosis & Environmental Monitoring.  +Sparsity Inducing Penalties, Representation learning, Co-Clustering, Cross-Validation, Semi-supervised learning, Noise Injection, Evidential Pattern Recognition, Bioinformatics, Fault Diagnosis & Environmental Monitoring. 
- +
-====== Students ====== +
- +
- +
  
 +====== PhD students ======
  
  
  
 ===== Current ===== ===== Current =====
- +^ PhD candidate ^ Co-supervisor ^ Subject ^ Dates ^  
-<html> +| Do, T. H.| Nguyen V. L.| Probabilistic Graphical Models for Complex Learning Tasks | 2023-2026 | 
-<table border="0" cellpadding="10" cellspacing="0"  width="100%" color=#FF00FF> +| 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 |
-<tr> +
- <td><span class="author">Loukkal, A.</span></td> +
- <td align=right valign=top>PhD candidate</td></tr></tr> +
-<tr> +
- <td colspan=2 color=#FF00FF><i>Localization and semantic segmentation with a cartographic prior</i>, 2017-2020 +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with V. Fremont</td> +
-</tr> +
- +
-</table> +
- +
-<table border="0" cellpadding="10" cellspacing="0"  width="100%" color=#FF00FF> +
- +
-<tr> +
- <td><span class="author">Li, X.</span></td> +
- <td align=right valign=top>PhD candidate</td></tr></tr> +
-<tr> +
- <td colspan=2 color=#FF00FF><i>Regularization for deep transfer learning</i>, 2016-2019 +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with F. Davoine</td> +
-</tr> +
- +
-</table> +
-</html> +
- +
- +
- +
- +
- +
- +
  
  
 ===== Former ===== ===== Former =====
  
-<html> +^ PhD ^ Co-supervisor ^ Subject ^ Dates ^  
-<hr width="50%" align=left> +| 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 | 
-<table border="0" cellpadding="10" cellspacing="0"  width="100%" color=#FF00FF> +| A. Loukkal| | Localization and semantic segmentation with a cartographic prior | 2017-2021 | 
- +| X. Li | F. Davoine | Regularization for deep transfer learning | 2016-2019 | 
-<tr> +| S. A. Puthiya Parambath | N. Usunier | New methods for learning with multiple objectives | 2013-2016 | 
- <td><span class="author">Puthiya Parambath, S. A.</span></td> +| A. Garcia-Duran | A. Bordes, N. Usunier | Learning representations in multi-relational graphs: algorithms and applications | 2013-2016 | 
- <td align=right valign=top>researcher,</td> +| J.-M. Bécu | C. Ambroise (LaMME) | Uncertainty in Sparse Regression | 2012-2015 | 
-</tr> +| X. Liu | A. Bordes | Weakly Supervised Bio-NLP | 2011-2014 | 
-<tr> <td colspan=2 align=right valign=top>QCRI, Qatar</td></tr> +| L. F. Sanchez | G. Govaert | Sparse Classification and Clustering | 2010-2013 | 
-</tr> +| A. Lomet | G. Govaert | Model Selection for the Latent Block Model | 2009-2012| 
-<tr> +| M. Szafranski | P. Morizet | Hierarchical Penalization for Incorporating Knowledge in Statistical Model | 2005-2008 | 
- <td colspan=2 color=#FF00FF><i>New methods for learning with multiple objectives</i>, 2013-2016 +| R. Hérault | F. Davoine | Vision and Statistical Learning for Characterizing Human Behavior | 2004-2007 | 
- </td> +| M. Avalos | C. Ambroise | Parsimonious Additive Models | 2001-2004 | 
-</tr> +| S. G. Maquiné de Souza | T. Denœux | Wastewater Sludge Processing by Image Analysis | 2000-2005 | 
-<tr> +| J. François | | Data and knowledge fusion: an evolutive approach to diagnosis | 1997-2000 |
- <td colspan=2>co-supervision with N. Usunier</td> +
-</tr> +
-</table> +
- +
-<table border="0" cellpadding="10" cellspacing="0"  width="100%" color=#FF00FF> +
-<tr> +
- <td><span class="author">Garcia-Duran, A.</span></td> +
- <td align=right valign=top>chercheur,</td> +
-</tr> +
-<tr> <td colspan=2 align=right valign=top>NEC, Germany</td></tr> +
-</tr> +
-<tr> +
- <td colspan=2 color=#FF00FF><i>Learning representations in multi-relational graphs: algorithms and applications</i>, 2013-2016 +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with A. Bordes et N. Usunier</td> +
-</tr> +
-</table> +
-<table border="0" cellpadding="10" cellspacing="0"  width="100%" color=#FF00FF> +
- +
-<tr> +
- <td><span class="author">B&eacute;cu, J.-M.</span></td> +
- <td align=right valign=top>engineer,</td></tr></tr> +
-<tr> <td colspan=2 align=right valign=top>ACOEM, Lyon</td></tr> +
-<tr> +
- <td colspan=2 color=#FF00FF><i>Uncertainty in Sparse Regression</i>, 2012-2015 +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with <a href="http://www.math-evry.cnrs.fr/members/cambroise/welcome">C. Ambroise</a></td> +
-</tr> +
- +
-</table> +
-<table border="0" cellpadding="0" cellspacing="0"  width="100%"> +
- +
-<tr> +
- <td><span class="author">Liu, X.</span></td> +
- <td align=right valign=top>engineer,</td></tr></tr> +
-<tr> <td colspan=2 align=right valign=top>NoisyChannels</td></tr> +
-<tr> +
- <td colspan=2><i>Weakly Supervised Bio-NLP</i>, 2011-2014 +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with A. Bordes</td> +
-</tr> +
- +
-</table> +
- +
-<table border="0" cellpadding="0" cellspacing="0"  width="100%"> +
-<tr> +
- <td><span class="author">S&aacute;nchez, L. F.</span></td> +
- <td align=right valign=top>engineer,</td> +
-<tr> +
- <td colspan=2 align=right valign=top>Amadeus</td> +
-</tr> +
-<tr> +
- <td colspan=2><i>Sparse Classification and Clustering</i>, 2010-2013 +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with G. Govaert</td> +
-</tr> +
- +
-</table> +
-<hr width="50%" align=left> +
-<table border="0" cellpadding="0" cellspacing="0"  width="100%"> +
-<tr> +
- <td><span class="author">Lomet, A.</span></td> +
- <td align=right valign=top>post-doc,</td> +
-<tr> +
- <td colspan=2 align=right valign=top>CEA</td> +
-</tr> +
-<tr> +
- <td colspan=2><i>Model Selection for the Latent Block Model</i>, 2009-2012. +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with G. Govaert</td> +
-</tr> +
-</table> +
- +
-<hr width="50%" align=left> +
- +
-<table border="0" cellpadding="0" cellspacing="0"  width="100%"> +
-<tr> +
- <td><span class="author">Szafranski, M.</span></td> +
- <td align=right valign=top>associate professor,</td> +
-<tr> +
- <td colspan=2 align=right valign=top>ENSIIE</td> +
-</tr> +
-<tr> +
- <td colspan=2><i>Hierarchical Penalization for Incorporating Knowledge in Statistical Model</i>, 2005-2008. +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with P. Morizet-Mahoudeaux</td> +
-</tr> +
-</table> +
- +
-<hr width="50%" align=left> +
- +
-<table border="0" cellpadding="0" cellspacing="0"  width="100%"> +
-<tr> +
- <td><span class="author">H&eacute;rault, R.</span></td> +
- <td align=right valign=top>associate professor,</td> +
-</tr> +
-<tr> +
- <td colspan=2 align=right valign=top>INSA Rouen</td> +
-</tr> +
-<tr> +
- <td colspan=2><i>Vision and Statistical Learning for Characterizing Human Behavior</i>, 2004-2007. +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with F. Davoine</td> +
-</tr> +
-</table> +
- +
-<hr width="50%" align=left> +
- +
-<table border="0" cellpadding="0" cellspacing="0"  width="100%"> +
-<tr> +
- <td><span class="author">Avalos, M.</span></td> +
- <td align=right valign=top>associate professor,</td> +
-</tr> +
-<tr> +
- <td colspan=2 align=right valign=top>Universit&eacute; Bordeaux 2</td> +
-</tr> +
-<tr> +
- <td colspan=2><i>Parsimonious Additive Models</i>, 2001-2004 +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with C. Ambroise</td> +
-</tr> +
-</table> +
- +
-<hr width="50%" align=left> +
- +
-<table border="0" cellpadding="0" cellspacing="0"  width="100%"> +
-<tr> +
- <td><span class="author">Maquin&eacute; de Souza, S. G.</span></td> +
- <td align=right valign=top>researcher,</td> +
-</tr> +
-<tr> +
- <td colspan=2 align=right valign=top>CIRSEE, Suez Environnement</td> +
-</tr> +
-<tr> +
- <td colspan=2><i>Wastewater Sludge Processing by Image Analysis</i>, 2000-2005 +
- </td> +
-</tr> +
-<tr> +
- <td colspan=2>co-supervision with T. Denœux</td> +
-</tr> +
-</table> +
- +
-<hr width="50%" align=left>+
  
-<table border="0" cellpadding="0" cellspacing="0"  width="100%"> 
-<tr> 
- <td><span class="author">Fran&ccedil;ois, J.</span></td> 
- <td align=right valign=top>engineer,</td> 
-</tr> 
-<tr> 
- <td colspan=2 align=right valign=top>PALM</td> 
-</tr> 
-<tr> 
- <td colspan=2><i>Data and knowledge fusion : an evolutive approach to diagnosis</i>, 1997-2000 
- </td> 
-</tr> 
-</table> 
-<hr width="50%" align=left> 
-</html> 
  

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