Publications


My publications on HAL, arXiv and Google Scholar


@article{Bekhti_Lucka_Salmon_Gramfort18,
 author = {Y. Bekhti, F. Lucka, J. Salmon and A. Gramfort},
 journal = {Inverse Problems},
 number = {8},
 pages = {085010},
 pdf = {https://arxiv.org/abs/1710.08747},
 title = {A hierarchical Bayesian perspective on majorization-minimization for non-convex sparse regression: application to M/EEG source imaging},
 volume = {34},
 year = {2018}
}

@inproceedings{Chevalier_Salmon_Thirion18,
 author = {J.-A. Chevalier, J. Salmon and B. Thirion},
 booktitle = {MICCAI},
 pdf = {https://arxiv.org/pdf/1806.05829.pdf},
 title = {Statistical Inference with Ensemble of Clustered Desparsified Lasso},
 year = {2018}
}

@article{Chzhen_Hebiri_Salmon17,
 author = {E. Chzhen, M. Hebiri and J. Salmon},
 journal = {Bernouilli (to appear)},
 pdf = {https://arxiv.org/pdf/1707.05232.pdf},
 title = {On Lasso refitting strategies},
 year = {2018}
}

@inproceedings{Massias_Gramfort_Salmon18,
 author = {M. Massias, A. Gramfort and J. Salmon},
 booktitle = {ICML},
 comment = {
[Python Code] |},
 pdf = {https://arxiv.org/abs/1802.07481},
 title = {{Dual Extrapolation for Faster Lasso Solvers}},
 year = {2018}
}

@inproceedings{Massias_Fercoq_Gramfort_Salmon17,
 author = {M. Massias, O. Fercoq, A. Gramfort and J. Salmon},
 booktitle = {AISTATS},
 comment = {
[Python Code] |},
 pdf = {https://arxiv.org/pdf/1705.09778.pdf},
 title = { Generalized Concomitant Multi-Task Lasso for sparse multimodal regression},
 year = {2018}
}

@techreport{Ndiaye_Le_Fercoq_Salmon_Takeuchi18,
 author = {E. Ndiaye, T. Le, O. Fercoq, J. Salmon and I. Takeuchi},
 pdf = {https://arxiv.org/pdf/1810.05471.pdf},
 title = {Safe Grid Search with Optimal Complexity},
 year = {2018}
}

@article{Bellec_Salmon_Vaiter17,
 author = {P. C. Bellec, J. Salmon and S. Vaiter},
 journal = {Electron. J. Statist.},
 number = {2},
 pages = {4851--4870},
 pdf = {https://arxiv.org/pdf/1706.06977.pdf},
 title = {{A sharp oracle inequality for Graph-Slope}},
 volume = {11},
 year = {2017}
}

@article{Boyer_deCastro_Salmon17,
 author = {C. Boyer, Y. De Castro and J. Salmon},
 comment = {
[Demo Code] | [ZIP] | },
 journal = {Information and Inference},
 number = {3},
 pages = {310-348},
 pdf = {http://arxiv.org/pdf/1606.04760v1},
 title = {Adapting to unknown noise level in sparse deconvolution},
 volume = {6},
 year = {2017}
}

@article{Chetelat_Lederer_Salmon14,
 author = {D. Chételat, J. Lederer and J. Salmon},
 comment = {
[Python Code] |},
 journal = {Electron. J. Statist.},
 number = {1},
 pages = {2519--2546},
 pdf = {http://arxiv.org/pdf/1410.5014.pdf},
 title = {Optimal two-step prediction in regression},
 volume = {11},
 year = {2017}
}

@techreport{Chzhen_Denis_Hebiri_Salmon17,
 author = {E. Chzhen, C. Denis, M. Hebiri and J. Salmon},
 pdf = {https://arxiv.org/pdf/1703.04697.pdf},
 title = {On the benefits of output sparsity for multi-label classification},
 year = {2017}
}

@article{Deledalle_Papadakis_Salmon_Vaiter16,
 author = {C.-A. Deledalle, N. Papadakis, J. Salmon and S. Vaiter},
 journal = {SIAM J. Imaging Sci.},
 number = {1},
 pages = {243-284},
 pdf = {http://josephsalmon.eu/papers/CLEAR.pdf},
 title = {{CLEAR: Covariant LEAst-square Re-fitting with applications to image restoration}},
 volume = {10},
 year = {2017}
}

@inproceedings{Deledalle_Papadakis_Salmon_Vaiter17b,
 author = {C.-A. Deledalle, N. Papadakis, J. Salmon and S. Vaiter},
 booktitle = {SPARS},
 pdf = {https://arxiv.org/pdf/1612.03080.pdf},
 title = {Characterizing the maximum parameter of the total-variation denoising through the pseudo-inverse of the divergence},
 year = {2017}
}

@inproceedings{Massias_Gramfort_Salmon17,
 author = {M. Massias, A. Gramfort and J. Salmon},
 booktitle = {SPARS},
 pdf = {http://josephsalmon.eu/papers/SPARS2017_Paper_mathurin.pdf},
 title = {Gap safe screening rules for faster complex-valued multi-task group Lasso},
 year = {2017}
}

@inproceedings{Massias_Gramfort_Salmon17b,
 author = {M. Massias, A. Gramfort and J. Salmon},
 booktitle = {NIPS-OPT},
 comment = {
[Python Code] |},
 pdf = {https://arxiv.org/pdf/1703.07285.pdf},
 title = {{From safe screening rules to working sets for faster Lasso-type solvers}},
 year = {2017}
}

@article{Ndiaye_Fercoq_Gramfort_Leclere_Salmon16,
 author = {E. Ndiaye, O. Fercoq, A. Gramfort, V. Leclère and J. Salmon},
 journal = {Journal of Physics: Conference Series},
 number = {1},
 pages = {012006},
 pdf = {http://iopscience.iop.org/article/10.1088/1742-6596/904/1/012006/pdf},
 title = {Efficient Smoothed Concomitant Lasso Estimation for High Dimensional Regression},
 volume = {904},
 year = {2017}
}

@article{Ndiaye_Fercoq_Gramfort_Salmon16b,
 author = {E. Ndiaye, O. Fercoq, A. Gramfort and J. Salmon},
 journal = {JMLR},
 number = {128},
 pages = {1-33},
 pdf = {http://jmlr.org/papers/v18/16-577.html},
 title = {Gap Safe screening rules for sparsity enforcing penalties},
 volume = {18},
 year = {2017}
}

@phdthesis{Salmon17,
 author = {J. Salmon},
 pdf = {http://josephsalmon.eu/papers/HDR.pdf},
 school = {École Normale Supérieure Paris-Saclay},
 title = {Perspectives computationnelles et statistiques pour la régression en grande dimension},
 type = {Habilitation à diriger des recherches (HDR)},
 year = {2017}
}

@inproceedings{Colin_Bellet_Salmon_Clemencon16,
 author = {I. Colin, A. Bellet, J. Salmon and S. Clémençon},
 booktitle = {ICML},
 pages = {1388-1396},
 pdf = {http://arxiv.org/pdf/1606.02421v1.pdf},
 title = {Gossip Dual Averaging for Decentralized Optimization of Pairwise Functions},
 year = {2016}
}

@inproceedings{Colin_Bellet_Salmon_Clemencon16b,
 author = {I. Colin, A. Bellet, J. Salmon and S. Clémençon},
 booktitle = {CAP},
 pdf = {https://cap16.lif.univ-mrs.fr/programme.php},
 title = {Un algorithme de Gossip pour l'optimisation décentralisée de fonctions sur les paires},
 year = {2016}
}

@inproceedings{Ndiaye_Fercoq_Gramfort_Salmon16,
 author = {E. Ndiaye, O. Fercoq, A. Gramfort and J. Salmon},
 booktitle = {NIPS},
 comment = {[Code] |},
 pdf = {http://arxiv.org/pdf/1602.06225v1.pdf},
 title = {Gap Safe Screening Rules for {Sparse-Group Lasso}},
 year = {2016}
}

@inproceedings{Colin_Bellet_Salmon_Clemencon15,
 author = {I. Colin, A. Bellet, J. Salmon and S. Clémençon},
 booktitle = {NIPS},
 comment = {[Code] |},
 pages = {271-279},
 pdf = {http://arxiv.org/pdf/1511.05464v1.pdf},
 title = {Extending Gossip Algorithms to Distributed Estimation of {U-Statistics}},
 year = {2015}
}

@inproceedings{Deledalle_Papadakis_Salmon15,
 author = {C.-A. Deledalle, N. Papadakis and J. Salmon},
 booktitle = {SSVM},
 keywords = {restoration; bias; debiasing; l1 regularization;
model subspace; refitting},
 pages = {129-141},
 pdf = {https://hal.archives-ouvertes.fr/hal-01123542/document},
 title = {On debiasing restoration algorithms: applications to total-variation and nonlocal-means},
 year = {2015}
}

@inproceedings{Deledalle_Papadakis_Salmon15b,
 author = {C.-A. Deledalle, N. Papadakis and J. Salmon},
 booktitle = {SPARS},
 pdf = {https://hal.archives-ouvertes.fr/hal-01187061/document},
 title = {Contrast re-enhancement of Total-Variation regularization
jointly with the Douglas-Rachford iterations},
 year = {2015}
}

@inproceedings{Fercoq_Gramfort_Salmon15,
 author = {O. Fercoq, A. Gramfort and J. Salmon},
 booktitle = {ICML},
 pages = {333-342},
 pdf = {http://arxiv.org/pdf/1505.03410v1},
 title = {Mind the duality gap: safer rules for the Lasso},
 year = {2015}
}

@inproceedings{Fercoq_Gramfort_Salmon15b,
 author = {O. Fercoq, A. Gramfort and J. Salmon},
 booktitle = {GRETSI},
 pdf = {http://josephsalmon.eu/papers/gretsi2015.pdf},
 title = {Règles de sélection de variables pour accélerer la localisation de sources en MEG et EEG sous contrainte de parcimonie},
 year = {2015}
}

@article{Klopp_Lafond_Moulines_Salmon15,
 author = {O. Klopp, J. Lafond, E. Moulines and J. Salmon},
 fjournal = {Electronic Journal of Statistics},
 journal = {Electron. J. Statist.},
 number = {2},
 pages = {2950-2975},
 pdf = {http://arxiv.org/pdf/1408.6218v1.pdf},
 title = {Adaptive Multinomial Matrix Completion},
 volume = {9},
 year = {2015}
}

@inproceedings{Ndiaye_Fercoq_Gramfort_Salmon15,
 author = {E. Ndiaye, O. Fercoq, A. Gramfort and J. Salmon},
 booktitle = {NIPS},
 pages = {811-819},
 pdf = {http://josephsalmon.eu/papers/GAP_Safe_multi.pdf},
 title = {{GAP} Safe screening rules for sparse multi-task and multi-class models},
 year = {2015}
}

@article{Gunther_Salmon_Tierny14,
 author = {D. Günther, J. Salmon and J. Tierny},
 comment = { [video]  | },
 journal = {Comput. Graph. Forum},
 number = {3},
 pages = {31--40},
 pdf = {http://josephsalmon.eu/papers/eurovis14.pdf},
 title = {Mandatory Critical Points of 2D Uncertain Scalar Fields},
 volume = {33},
 year = {2014}
}

@inproceedings{Lafond_Klopp_Moulines_Salmon14,
 author = {J. Lafond, O. Klopp, E. Moulines and J. Salmon},
 booktitle = {NIPS},
 comment = {[ZIP] |},
 pages = {1727-1735},
 pdf = {http://josephsalmon.eu/papers/nips_full14.pdf},
 title = {Probabilistic Low-rank Matrix Completion on Finite Alphabet},
 year = {2014}
}

@article{Salmon_Harmany_Deledalle_Willett14,
 author = {J. Salmon, Z. T. Harmany, C.-A. Deledalle and R. Willett},
 comment = { [Demo Matlab]
 |  [ZIP]  | },
 journal = {J. Math. Imaging Vis.},
 number = {2},
 pages = {279-294},
 pdf = {http://josephsalmon.eu/papers/JMIV_SHDW12.pdf},
 publisher = {Springer},
 title = {Poisson noise reduction with {non-local PCA}},
 volume = {48},
 year = {2014}
}

@inproceedings{Dalalyan_Hebiri_Meziani_Salmon13,
 author = {A. S. Dalalyan, M. Hebiri, K. Meziani and J. Salmon},
 booktitle = {ICML},
 pages = {379-387},
 pdf = {http://josephsalmon.eu/papers/ICML13_DHMS.pdf},
 title = {Learning Heteroscedastic Models by Convex Programming under Group Sparsity},
 year = {2013}
}

@inproceedings{Fadili_Peyre_Vaiter_Deledalle_Salmon13,
 author = {J. Fadili, G. Peyré, S. Vaiter, C.-A. Deledalle and J. Salmon},
 booktitle = {SPARS},
 pdf = {http://josephsalmon.eu/papers/SPARS13_FPVDS.pdf},
 title = {Stable Recovery with Analysis Decomposable Priors},
 year = {2013}
}

@inproceedings{Fadili_Peyre_Vaiter_Deledalle_Salmon13b,
 author = {J. Fadili, G. Peyré, S. Vaiter, C.-A. Deledalle and J. Salmon},
 booktitle = {SampTA},
 pdf = {http://josephsalmon.eu/papers/SampTA13_FPVDS.pdf},
 title = {Stable Recovery with Analysis Decomposable Priors},
 year = {2013}
}

@inproceedings{Fadili_Peyre_Vaiter_Deledalle_Salmon13c,
 author = {J. Fadili, G. Peyré, S. Vaiter, C.-A. Deledalle and J. Salmon},
 booktitle = {GRETSI},
 pdf = {https://hal.archives-ouvertes.fr/hal-00927561/document},
 title = {Reconstruction Stable par Régularisation Décomposable Analyse},
 year = {2013}
}

@article{AriasCastro_Salmon_Willett12,
 author = {E. Arias-Castro, J. Salmon and R. Willett},
 journal = {SIAM J. Imaging Sci.},
 number = {3},
 pages = {944-992},
 pdf = {http://josephsalmon.eu/papers/MinimaxNLM_ACSW.pdf},
 title = {Oracle inequalities and minimax rates for non-local means           and related adaptive kernel-based methods},
 volume = {5},
 year = {2012}
}

@article{Dalalyan_Salmon12,
 author = {A. S. Dalalyan and J. Salmon},
 comment = {[Demo Matlab]  | [ZIP] | },
 journal = {Ann. Statist.},
 number = {4},
 pages = {2327-2355},
 pdf = {http://josephsalmon.eu/papers/Dalalyan_Salmon_AOS.pdf},
 title = {Sharp Oracle Inequalities for Aggregation of Affine Estimators},
 volume = {40},
 year = {2012}
}

@article{Deledalle_Duval_Salmon12,
 author = {C.-A. Deledalle, V. Duval and J. Salmon},
 comment = { [Demo Matlab]
| [ZIP] |},
 journal = {J. Math. Imaging Vis.},
 number = {2},
 pages = {103-120},
 pdf = {http://josephsalmon.eu/papers/JMIV11_NLMSAP.pdf},
 title = {Non-local Methods with Shape-Adaptive Patches ({NLM-SAP})},
 volume = {43},
 year = {2012}
}

@inproceedings{Salmon_Deledalle_Willett_Harmany12,
 author = {J. Salmon, C.-A. Deledalle, R. Willett and Z. T. Harmany},
 booktitle = {ICASPP},
 comment = { [Demo Matlab]
 |  [ZIP]  | },
 pages = {1109-1112},
 pdf = {http://josephsalmon.eu/papers/ICASSP12_SDWH.pdf},
 title = {Poisson Noise Reduction with {Non-Local PCA}},
 year = {2012}
}

@article{Salmon_Strozecki12,
 author = {J. Salmon and Y. Strozecki},
 comment = {
[Demo Matlab]  |
[ZIP] | },
 journal = {Signal Processing},
 number = {2},
 pages = {477 - 489},
 pdf = {http://josephsalmon.eu/papers/NLM_Reprojections_Salmon_Strozecki.pdf},
 title = {Patch Reprojections for {Non Local} Methods},
 volume = {92},
 year = {2012}
}

@inproceedings{Salmon_Willett_AriasCastro12,
 author = {J. Salmon, R. Willett and E. Arias-Castro},
 booktitle = {SSP},
 comment = {
[Demo Matlab]  |
ZIP | },
 pages = {464-467},
 pdf = {http://josephsalmon.eu/papers/SSP12.pdf},
 title = {A two-stage denoising filter: the preprocessed
Yaroslavsky filter},
 year = {2012}
}

@inproceedings{Dalalyan_Salmon11,
 author = {A. S. Dalalyan and J. Salmon},
 booktitle = {ALT},
 pages = {129-143},
 pdf = {http://josephsalmon.eu/papers/ALT11_Dalalyan_Salmon.pdf},
 title = {Competing against the best nearest neighbor filter in regression},
 year = {2011}
}

@inproceedings{Deledalle_Duval_Salmon11,
 author = {C.-A. Deledalle, V. Duval and J. Salmon},
 booktitle = {SSVM},
 comment = {[Demo Matlab]
 | [ZIP] | },
 pages = {129-141},
 pdf = {http://josephsalmon.eu/papers/SSVM11_NLMSAP.pdf},
 title = {Anisotropic Non-Local Means with Spatially Adaptive Shapes},
 year = {2011}
}

@inproceedings{Deledalle_Salmon_Dalalyan11,
 author = {C.-A. Deledalle, J. Salmon and A. S. Dalalyan},
 booktitle = {BMVC},
 comment = { [Demo Matlab]
 |  [ZIP]  | },
 pages = {1-10},
 pdf = {http://josephsalmon.eu/papers/BMVC11_DSD.pdf},
 title = {Image denoising with patch based PCA: local versus global},
 year = {2011}
}

@inproceedings{Salmon_Dalalyan11,
 author = {J. Salmon and A. S. Dalalyan},
 booktitle = {COLT},
 comment = {[Demo Matlab]  | [ZIP] |},
 pages = {635-660},
 pdf = {http://josephsalmon.eu/papers/COLT11_Dalalyan_Salmon.pdf},
 title = {Optimal aggregation of affine estimators},
 year = {2011}
}

@article{Salmon_SPL10,
 author = {J. Salmon},
 journal = {{IEEE} Signal Process. Lett.},
 pages = {269-272},
 pdf = {http://josephsalmon.eu/papers/SPL10.pdf},
 title = {On two parameters for denoising with Non-Local Means},
 volume = {17},
 year = {2010}
}

@phdthesis{SSalmon,
 author = {J. Salmon},
 pdf = {http://josephsalmon.eu/papers/these_salmon.pdf},
 school = {Université Paris Diderot},
 title = {Agrégation d'estimateurs et méthodes à patchs pour le débruitage d'images numériques},
 year = {2010}
}

@inproceedings{Salmon_Strozecki10,
 author = {J. Salmon and Y. Strozecki},
 booktitle = {ICIP},
 comment = {
[Demo Matlab]  |
[ZIP] | },
 pages = {1929-1932},
 pdf = {http://josephsalmon.eu/papers/ICIP10.pdf},
 title = {From Patches to Pixels in Non-Local methods:
Weighted-Average Reprojection},
 year = {2010}
}

@inproceedings{Salmon_ICIP09,
 author = {J. Salmon and E. Le Pennec},
 booktitle = {ICIP},
 pages = {2977-2980},
 title = {NL-Means and aggregation procedures},
 url = {http://josephsalmon.eu/papers/ICIP09.pdf},
 year = {2009}
}

@inproceedings{Salmon_LePennecSPIE09,
 author = {J. Salmon and E. Le Pennec},
 booktitle = {SPIE},
 eid = {74461E},
 journal = {Wavelets XIII},
 numpages = {8},
 pages = {74461E},
 title = {An aggregator point of view on NL-Means},
 volume = {7446},
 year = {2009}
}

@mastersthesis{Salmon07,
 author = {J. Salmon},
 school = {ENSAE ParisTech et Université Paris 7 - Diderot},
 title = {Ondelettes et modèle Bayesien},
 year = {2007}
}