UMR CNRS 7253

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Research Interests

Supervised and unsupervised learning, Statistical Pattern Recognition, Flexible regression/discrimination/clustering techniques.

Keywords

Sparsity Inducing Penalties, Co-Clustering, Cross-Validation, Semi-supervised learning, Noise Injection, Evidential Pattern Recognition, Bioinformatics, Fault Diagnosis & Environmental Monitoring.

Students

Current

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<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>

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<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>

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Former

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<tr> <td><span class=“author”>Puthiya Parambath, S. A.</span></td> <td align=right valign=top>researcher,</td> </tr> <tr> <td colspan=2 align=right valign=top>QCRI, Qatar</td></tr> </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>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>

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<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>

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<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>

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<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>

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<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>

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<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>

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<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>

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<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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