Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion V Koltchinskii, K Lounici, AB Tsybakov
The Annals of Statistics 39 (5), 2302-2329, 2011
656 2011 Oracle inequalities and optimal inference under group sparsity K Lounici, M Pontil, S Van De Geer, AB Tsybakov
The annals of statistics 39 (4), 2164-2204, 2011
350 2011 Taking advantage of sparsity in multi-task learning K Lounici, M Pontil, AB Tsybakov, S Van De Geer
arXiv preprint arXiv:0903.1468, 2009
284 2009 Sup-norm convergence rate and sign concentration property of Lasso and Dantzig estimators K Lounici
Electronic Journal of statistics 2, 90-102, 2008
254 2008 Concentration inequalities and moment bounds for sample covariance operators V Koltchinskii, K Lounici
Bernoulli 23 (1), 110-133, 2017
197 2017 High-dimensional covariance matrix estimation with missing observations K Lounici
Bernoulli 20 (3), 1029-1058, 2014
176 2014 Robust matrix completion O Klopp, K Lounici, AB Tsybakov
Probability Theory and Related Fields 169 (1), 523-564, 2017
110 2017 Global uniform risk bounds for wavelet deconvolution estimators K Lounici, R Nickl
The Annals of Statistics 39 (1), 201-231, 2011
87 2011 Asymptotics and concentration bounds for bilinear forms of spectral projectors of sample covariance V Koltchinskii, K Lounici
Annales de l'Institut Henri Poincaré, Probabilités et Statistiques 52 (4 …, 2016
83 2016 PAC-Bayesian bounds for sparse regression estimation with exponential weights P Alquier, K Lounici
Electronic Journal of Statistics 5, 127-145, 2011
79 2011 Normal approximation and concentration of spectral projectors of sample covariance V Koltchinskii, K Lounici
The Annals of Statistics 45 (1), 121-157, 2017
70 2017 Sparse principal component analysis with missing observations K Lounici
High dimensional probability VI, 327-356, 2013
46 2013 Generalized mirror averaging and D-convex aggregation K Lounici
Mathematical methods of statistics 16 (3), 246-259, 2007
39 2007 New asymptotic results in principal component analysis V Koltchinskii, K Lounici
Sankhya A 79 (2), 254-297, 2017
34 2017 Estimation and variable selection with exponential weights E Arias-Castro, K Lounici
Electronic Journal of Statistics 8 (1), 328-354, 2014
32 2014 Concentration bounds for linear monge mapping estimation and optimal transport domain adaptation R Flamary, K Lounici, A Ferrari
arXiv preprint arXiv:1905.10155, 2019
10 2019 Variable Selection with Exponential Weights and -Penalization E Arias-Castro, K Lounici
arXiv preprint arXiv:1208.2635, 2012
9 2012 Asymptotics and concentration bounds for spectral projectors of sample covariance V Koltchinskii, K Lounici
arXiv preprint arXiv:1408.4643, 2014
8 2014 Estimation statistique en grande dimension, parcimonie et inégalités d'oracle K Lounici
Paris 7, 2009
6 2009 Minimax and adaptive estimation of the Wigner function in quantum homodyne tomography with noisy data K Lounici, K Meziani, G Peyré
arXiv preprint arXiv:1506.06941, 2015
4 2015