Slope meets lasso: improved oracle bounds and optimality PC Bellec, G Lecué, AB Tsybakov The Annals of Statistics 46 (6B), 3603-3642, 2018 | 212 | 2018 |
Sharp oracle inequalities for least squares estimators in shape restricted regression PC Bellec The Annals of Statistics 46 (2), 745-780, 2018 | 108 | 2018 |
Bounds on the prediction error of penalized least squares estimators with convex penalty P Bellec, A Tsybakov Modern Problems of Stochastic Analysis and Statistics: Selected …, 2017 | 48 | 2017 |
Sharp oracle bounds for monotone and convex regression through aggregation. PC Bellec, AB Tsybakov J. Mach. Learn. Res. 16, 1879-1892, 2015 | 40 | 2015 |
Second-order Stein: SURE for SURE and other applications in high-dimensional inference PC Bellec, CH Zhang The Annals of Statistics 49 (4), 1864-1903, 2021 | 38 | 2021 |
De-biasing the lasso with degrees-of-freedom adjustment PC Bellec, CH Zhang Bernoulli 28 (2), 713-743, 2022 | 37 | 2022 |
Optimal bounds for aggregation of affine estimators PC Bellec arXiv preprint arXiv:1410.0346, 2014 | 35* | 2014 |
De-biasing convex regularized estimators and interval estimation in linear models PC Bellec, CH Zhang arXiv preprint arXiv:1912.11943, 2019 | 34* | 2019 |
Concentration of quadratic forms under a Bernstein moment assumption PC Bellec arXiv preprint arXiv:1901.08736, 2019 | 27 | 2019 |
On the prediction loss of the lasso in the partially labeled setting PC Bellec, AS Dalalyan, E Grappin, Q Paris | 26 | 2018 |
Out-of-sample error estimation for M-estimators with convex penalty PC Bellec Information and Inference: A Journal of the IMA 12 (4), 2782-2817, 2023 | 21 | 2023 |
The noise barrier and the large signal bias of the lasso and other convex estimators PC Bellec arXiv preprint arXiv:1804.01230, 2018 | 18 | 2018 |
Localized Gaussian width of -convex hulls with applications to Lasso and convex aggregation PC Bellec | 17 | 2019 |
Optimal exponential bounds for aggregation of density estimators PC Bellec | 17 | 2017 |
Derivatives and residual distribution of regularized M-estimators with application to adaptive tuning PC Bellec, Y Shen Conference on Learning Theory, 1912-1947, 2022 | 15 | 2022 |
Towards the study of least squares estimators with convex penalty PC Bellec, G Lecué, AB Tsybakov arXiv preprint arXiv:1701.09120, 2017 | 11 | 2017 |
Observable adjustments in single-index models for regularized M-estimators PC Bellec arXiv preprint arXiv:2204.06990, 2022 | 10 | 2022 |
Optimistic lower bounds for convex regularized least-squares PC Bellec arXiv preprint arXiv:1703.01332, 2017 | 10 | 2017 |
Asymptotic normality of robust M-estimators with convex penalty PC Bellec, Y Shen, CH Zhang Electronic Journal of Statistics 16 (2), 5591-5622, 2022 | 8 | 2022 |
Adaptive confidence sets in shape restricted regression PC Bellec arXiv preprint arXiv:1601.05766, 2016 | 7 | 2016 |