"

Current position

Assistant Professor at TELECOM ParisTech
photo2

Contact

News

Latest papers

TechReport
From safe screening rules to working sets for faster Lasso-type solvers
M. Massias, A. Gramfort, J. Salmon, 2017.
[Python Code] | [bib] | [pdf]
Heteroscedastic Concomitant Lasso for sparse multimodal electromagnetic brain imaging
M. Massias, O. Fercoq, A. Gramfort, J. Salmon, 2017.
[Python Code] | [bib] | [pdf]
On the benefits of output sparsity for multi-label classification
E. Chzhen, C. Denis, M. Hebiri, J. Salmon, 2017.
[bib] | [pdf]
A sharp oracle inequality for Graph-Slope
P. C. Bellec, J. Salmon, S. Vaiter, 2017.
[Python Code] | [bib] | [pdf]
Gap Safe screening rules for sparsity enforcing penalties
E. Ndiaye, O. Fercoq, A. Gramfort, J. Salmon, 2016.
[bib] | [pdf]
Refereed Conference Papers
Efficient Smoothed Concomitant Lasso Estimation for High Dimensional Regression
E. Ndiaye, O. Fercoq, A. Gramfort, V. Leclère, J. Salmon, NCMIP, 2017.
[bib] | [pdf]
Gap Safe screening rules for faster complex-valued multi-task group Lasso
M. Massias, A. Gramfort, J. Salmon, SPARS, 2017.
[bib] |
Characterizing the maximum parameter of the total-variation denoising through the pseudo-inverse of the divergence
C.-A. Deledalle, N. Papadakis, J. Salmon, S. Vaiter, SPARS, 2017.
[bib] | [pdf]
Powered by bibtexbrowser

Resume

From 2011 to the end of 2012, I was a post-doctoral Associate at Duke university working with Rebecca Willett in the Network and Imaging Science Laboratory (NISLab). In 2010, I finished my PHD in Statistics under the supervision of Dominique Picard and Erwan Le Pennec at the Laboratoire de Probabilités et de Modélisation Aléatoire (LPMA ) in Université Paris Diderot.
My thesis is about the denoising of digital images combining patch-based method and statistical aggregation. The full manuscript can be found in my papers section. I am especially interested in topics such as: aggregation of estimators, Patch based denoising methods, Non-parametric regression, On-line learning.

Research

You can find my papers and my talks slides. I also collect here softwares and other numerical stuffs for reproducing the numerical results presented in my papers.

Teaching

TELECOM ParisTech (2013-)
  • Measure and integration
  • Machine learning
  • Probability theory (advanced)
  • Statistics
  • Continuing education
ENS Lyon (2013-2015)
Paris 7 - Diderot (2013-)
ATER, Paris 7 - Diderot (2010-2011)
  • In 2010-2011, I was a lecturer in descriptive statistics for first and second year students with Stéphane Boucheron and A. Belaiche. I was also a lecturer in Statitics at ENSAE for second year students (Master 1 level).
Monitorat, Paris 7 - Diderot (2007-2010)
  • In 2009-2010, I supervised practical work in Econometrics, for student with level Licence 3. Releavant exercices and other thing will be available here. I was also a lecturer in Statitics at ENSAE for second year students (Master 1 level).
  • In 2008-2009, I was a project supervisor in mathematics and algorithmic (Master 1 level) with Pierre Alquier and Mohamed Hebiri. Courses, project subjects and exercices sheets are available here.
  • In 2007-2008, I was a lecturer in Formal Calculus with Maple (Licence 1). Courses and exercices sheets are available in french here.

Other

Here you can find my resume and several links about mathematics, my colleagues and various stuff.