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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.
PhD candidate | Co-supervisor | Subject | Dates |
---|---|---|---|
Frisch, G. | J.-B. Leger | Co-clustering for collaborative filtering | 2018-2021 |
Cara, F. | N. Boudaoud (Roberval) | Machine learning in industrial diagnosis and process control | 2018-2021 |
Loukkal, A. | Localization and semantic segmentation with a cartographic prior | 2017-2021 |
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<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>researcher</td></tr></tr> <tr> <td colspan=2 align=right valign=top>Baidu, Beijing</td></tr></tr> <td colspan=2 color=#FF00FF><i>Regularization for deep transfer learning</i>, 2016-2019 </td> </tr>
</tr> <tr> <td colspan=2>co-supervision with F. Davoine</td> </tr> </table>
<table border=“0” cellpadding=“10” cellspacing=“0” width=“100%” color=#FF00FF> <tr> <td><span class=“author”>Puthiya Parambath, S. A.</span></td> <td align=right valign=top>researcher</td> </tr>
<td colspan=2 align=right valign=top>QCRI, Qatar</td> </tr> <tr> <td colspan=2 color=#FF00FF><i>New methods for learning with multiple objectives</i>, 2013-2016 </td> </tr> <tr> <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>researcher</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”>Bécu, 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”>Sánchez, 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>researcher</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>
<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>
<table border=“0” cellpadding=“0” cellspacing=“0” width=“100%”> <tr> <td><span class=“author”>Hérault, 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>
<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>Université 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>
<table border=“0” cellpadding=“0” cellspacing=“0” width=“100%”> <tr> <td><span class=“author”>Maquiné 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>
<table border=“0” cellpadding=“0” cellspacing=“0” width=“100%”> <tr> <td><span class=“author”>François, 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> </html>