Guillaume Lecué
Guillaume Lecué
Professor - ENSAE - CREST
Verified email at ensae.fr - Homepage
Title
Cited by
Cited by
Year
Slope meets lasso: improved oracle bounds and optimality
PC Bellec, G Lecué, AB Tsybakov
The Annals of Statistics 46 (6B), 3603-3642, 2018
1032018
Interactions between compressed sensing random matrices and high dimensional geometry
D Chafaï, O Guédon, G Lecué, A Pajor
Société Mathématique de France, 2012
932012
Learning subgaussian classes: Upper and minimax bounds
G Lecué, S Mendelson
arXiv preprint arXiv:1305.4825, 2013
662013
Regularization and the small-ball method i: sparse recovery
G Lecué, S Mendelson
The Annals of Statistics 46 (2), 611-641, 2018
652018
On the gap between restricted isometry properties and sparse recovery conditions
S Dirksen, G Lecué, H Rauhut
IEEE Transactions on Information Theory 64 (8), 5478-5487, 2016
58*2016
Selection of variables and dimension reduction in high-dimensional non-parametric regression
K Bertin, G Lecué
Electronic Journal of Statistics 2, 1224-1241, 2008
542008
Optimal rates of aggregation in classification under low noise assumption
G Lecué
Bernoulli 13 (4), 1000-1022, 2007
512007
Aggregation via empirical risk minimization
G Lecué, S Mendelson
Probability theory and related fields 145 (3-4), 591-613, 2009
502009
Sparse recovery under weak moment assumptions
G Lecué, S Mendelson
arXiv preprint arXiv:1401.2188, 2014
482014
Robust machine learning by median-of-means: theory and practice
G Lecué, M Lerasle
Annals of Statistics 48 (2), 906-931, 2020
472020
Simultaneous adaptation to the margin and to complexity in classification
G Lecué
The Annals of Statistics 35 (4), 1698-1721, 2007
442007
Optimal rates and adaptation in the single-index model using aggregation
S Gaïffas, G Lecué
Electronic journal of statistics 1, 538-573, 2007
402007
Sparse recovery under weak moment assumptions
G Lecué, S Mendelson
J. Eur. Math. Soc.(JEMS) 19 (3), 881-904, 2017
362017
Estimation bounds and sharp oracle inequalities of regularized procedures with Lipschitz loss functions
P Alquier, V Cottet, G Lecué
Annals of Statistics 47 (4), 2117-2144, 2019
322019
Sharp oracle inequalities for high-dimensional matrix prediction
S Gaiffas, G Lecué
IEEE Transactions on Information Theory 57 (10), 6942-6957, 2011
322011
Robust classification via mom minimization
G Lecué, M Lerasle, T Mathieu
Machine Learning 109 (8), 1635-1665, 2020
302020
Regularization and the small-ball method II: complexity dependent error rates
G Lecué, S Mendelson
The Journal of Machine Learning Research 18 (1), 5356-5403, 2017
272017
Optimal learning with Q-aggregation
G Lecué, P Rigollet
The Annals of Statistics 42 (1), 211-224, 2014
272014
Oracle inequalities for cross-validation type procedures
G Lecué, C Mitchell
Electronic Journal of Statistics 6, 1803-1837, 2012
272012
Performance of empirical risk minimization in linear aggregation
G Lecué, S Mendelson
Bernoulli 22 (3), 1520-1534, 2016
252016
The system can't perform the operation now. Try again later.
Articles 1–20