| Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion V Koltchinskii, K Lounici, AB Tsybakov | 778 | 2011 |
| Oracle inequalities and optimal inference under group sparsity K Lounici, M Pontil, S Van De Geer, AB Tsybakov | 421 | 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 | 315 | 2009 |
| Concentration inequalities and moment bounds for sample covariance operators V Koltchinskii, K Lounici Bernoulli, 110-133, 2017 | 292 | 2017 |
| Sup-norm convergence rate and sign concentration property of Lasso and Dantzig estimators K Lounici | 279 | 2008 |
| High-dimensional covariance matrix estimation with missing observations K Lounici | 208 | 2014 |
| Robust matrix completion O Klopp, K Lounici, AB Tsybakov Probability Theory and Related Fields 169, 523-564, 2017 | 136 | 2017 |
| 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 | 103 | 2016 |
| Global uniform risk bounds for wavelet deconvolution estimators K Lounici, R Nickl | 97 | 2011 |
| PAC-Bayesian bounds for sparse regression estimation with exponential weights P Alquier, K Lounici | 83 | 2011 |
| Normal approximation and concentration of spectral projectors of sample covariance V Koltchinskii, K Lounici | 77 | 2017 |
| Sparse principal component analysis with missing observations K Lounici High Dimensional Probability VI: The Banff Volume, 327-356, 2013 | 53 | 2013 |
| New asymptotic results in principal component analysis V Koltchinskii, K Lounici Sankhya A 79, 254-297, 2017 | 43 | 2017 |
| Generalized mirror averaging and D-convex aggregation K Lounici Mathematical methods of statistics 16, 246-259, 2007 | 40 | 2007 |
| Estimation and variable selection with exponential weights E Arias-Castro, K Lounici | 37 | 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 | 23 | 2019 |
| Multi-task representation learning with stochastic linear bandits L Cella, K Lounici, G Pacreau, M Pontil International Conference on Artificial Intelligence and Statistics, 4822-4847, 2023 | 18 | 2023 |
| Sharp spectral rates for Koopman operator learning V Kostic, K Lounici, P Novelli, M Pontil Advances in Neural Information Processing Systems 36, 2024 | 13 | 2024 |
| Asymptotics and concentration bounds for spectral projectors of sample covariance V Koltchinskii, K Lounici arXiv preprint arXiv:1408.4643, 2014 | 9 | 2014 |
| Variable Selection with Exponential Weights and -Penalization E Arias-Castro, K Lounici arXiv preprint arXiv:1208.2635, 2012 | 9 | 2012 |
Massimiliano PontilIstituto Italiano di Tecnologia & University College London在 iit.it 的电子邮件经过验证
Massimiliano PontilIstituto Italiano di Tecnologia & University College London在 iit.it 的电子邮件经过验证
Pierre AlquierESSEC Business School在 essec.edu 的电子邮件经过验证