Email: joseph.salmon@umontpellier.fr
Address: IMAG, c.c. 051 Université de Montpellier Place Eugène Bataillon 34095 Montpellier Cedex 5 (office 415, building 9)
Phone: +33 4 67 14 35 19
@techreport{Bascou_Lebre_Salmon21, author = {F. Bascou and S. Lèbre and J. Salmon}, title = {ElasticNet avec gestion des interactions et débiaisage}, year = {2021} }
@inproceedings{Bascou_Lebre_Salmon20, author = {F. Bascou and S. Lèbre and J. Salmon}, booktitle = {Journées de Statistique}, pdf = {http://josephsalmon.eu/papers/JDS2020.pdf}, title = {Debiasing the Elastic Net for models with interactions}, year = {2020} }
@inproceedings{Bertrand_Klopfenstein_Blondel_Vaiter_Gramfort_Salmon20, author = {Q. Bertrand and Q. Klopfenstein and M. Blondel and S. Vaiter and A. Gramfort and J. Salmon}, booktitle = {ICML}, comment = { [Code] }, pdf = {https://arxiv.org/pdf/2002.08943.pdf}, title = {Implicit differentiation of Lasso-type models for hyperparameter optimization}, year = {2020} }
@inproceedings{Bertrand_Klopfenstein_Blondel_Vaiter_Gramfort_Salmon20b, author = {Q. Bertrand and Q. Klopfenstein and M. Blondel and S. Vaiter and A. Gramfort and J. Salmon}, booktitle = {CAP}, comment = { [Code] }, pdf = {https://arxiv.org/pdf/2002.08943.pdf}, title = {Implicit differentiation of Lasso-type models for hyperparameter optimization}, year = {2020} }
@inproceedings{Massias_Bertrand_Gramfort_Salmon20, author = {Q. Bertrand and M. Massias and A. Gramfort and J. Salmon}, booktitle = {AISTATS}, pages = {2655--2665}, pdf = {https://arxiv.org/pdf/2001.05401.pdf}, title = {Support recovery and sup-norm convergence rates for sparse pivotal estimation}, year = {2020} }
@inproceedings{Chevalier_Gramfort_Salmon_Thirion20, author = {J.-A. Chevalier and A. Gramfort and J. Salmon and B. Thirion}, booktitle = {NeurIPS}, pdf = {https://arxiv.org/pdf/2009.14310.pdf}, title = {Statistical control for spatio-temporal MEG/EEG source imaging with desparsified multi-task Lasso}, year = {2020} }
@techreport{Chevalier_Nguyen_Varoquaux_Salmon_Thirion20, author = {J.-A. Chevalier and T.-B. Nguyen and G. Varoquaux and J. Salmon and B. Thirion}, journal = {ArXiv e-prints}, title = {Decoding with Confidence: Statistical Control on Decoder Maps}, year = {2020} }
Email: joseph.salmon@umontpellier.fr
Address: IMAG, c.c. 051 Université de Montpellier Place Eugène Bataillon 34095 Montpellier Cedex 5 (office 415, building 9)
Phone: +33 4 67 14 35 19
I am always looking for outstanding and highly motivated people to join my team as interns, PhD students, post-doctorates or research engineers in the following areas:
I always have open positions for outstanding applicants. The application process is light:
Since 2018, I am a full professor at Université de Montpellier and an associate member at INRIA Parietal Team. For the spring and summer quarters 2018, I was a visiting assistant professor at UW, Statistics departement. From 2012 to 2018 I was an assistant professor at Telecom ParisTech. Back in 2011 and 2012, I was a post-doctoral Associate at Duke university working with Rebecca Willett.
In 2010, I finished my PHD in statistics and image processing under the supervision of Dominique Picard and Erwan Le Pennec at the Laboratoire de Probabilités et de Modélisation Aléatoire, now LPSM, in Université Paris Diderot.
BenchOpt: package to simplify, make more transparent and more reproducible comparisons between optimization algorithms
Celer: a fast Lasso solver, code of the associated ICML2018 paper "Dual Extrapolation for Faster Lasso Solvers" (pdf, slides)
More on my Github Page