Sparsity oracle inequalities for the Lasso F Bunea, A Tsybakov, M Wegkamp Electronic Journal of Statistics 1, 169-194, 2007 | 473 | 2007 |

Aggregation for Gaussian regression F Bunea, AB Tsybakov, MH Wegkamp The Annals of Statistics 35 (4), 1674-1697, 2007 | 346 | 2007 |

Optimal selection of reduced rank estimators of high-dimensional matrices F Bunea, Y She, MH Wegkamp The Annals of Statistics 39 (2), 1282-1309, 2011 | 183 | 2011 |

Functional classification in Hilbert spaces G Biau, F Bunea, MH Wegkamp IEEE Transactions on Information Theory 51 (6), 2163-2172, 2005 | 163 | 2005 |

Functional classification in Hilbert spaces G Biau, F Bunea, MH Wegkamp IEEE Transactions on Information Theory 51 (6), 2163-2172, 2005 | 163 | 2005 |

Honest variable selection in linear and logistic regression models via ℓ1 and ℓ1+ ℓ2 penalization F Bunea Electronic Journal of Statistics 2, 1153-1194, 2008 | 144 | 2008 |

Aggregation and Sparsity Via ℓ_{1} Penalized Least SquaresF Bunea, AB Tsybakov, MH Wegkamp International Conference on Computational Learning Theory, 379-391, 2006 | 95 | 2006 |

Joint variable and rank selection for parsimonious estimation of high-dimensional matrices F Bunea, Y She, MH Wegkamp The Annals of Statistics 40 (5), 2359-2388, 2012 | 92 | 2012 |

Penalized least squares regression methods and applications to neuroimaging F Bunea, Y She, H Ombao, A Gongvatana, K Devlin, R Cohen NeuroImage 55 (4), 1519-1527, 2011 | 83 | 2011 |

Consistent covariate selection and post model selection inference in semiparametric regression F Bunea The Annals of Statistics 32 (3), 898-927, 2004 | 73 | 2004 |

The group square-root lasso: Theoretical properties and fast algorithms F Bunea, J Lederer, Y She IEEE Transactions on Information Theory 60 (2), 1313-1325, 2013 | 70 | 2013 |

Consistent variable selection in high dimensional regression via multiple testing F Bunea, MH Wegkamp, A Auguste Journal of statistical planning and inference 136 (12), 4349-4364, 2006 | 68 | 2006 |

On the sample covariance matrix estimator of reduced effective rank population matrices, with applications to fPCA F Bunea, L Xiao Bernoulli 21 (2), 1200-1230, 2015 | 67 | 2015 |

Spades and mixture models F Bunea, AB Tsybakov, MH Wegkamp, A Barbu The Annals of Statistics 38 (4), 2525-2558, 2010 | 64 | 2010 |

Sparse Density Estimation with ℓ_{1} PenaltiesF Bunea, AB Tsybakov, MH Wegkamp International Conference on Computational Learning Theory, 530-543, 2007 | 64 | 2007 |

Sequential procedures for aggregating arbitrary estimators of a conditional mean F Bunea, A Nobel IEEE Transactions on Information Theory 54 (4), 1725-1735, 2008 | 56 | 2008 |

Consistent selection via the Lasso for high dimensional approximating regression models F Bunea Pushing the limits of contemporary statistics: contributions in honor of …, 2008 | 43 | 2008 |

Two‐stage model selection procedures in partially linear regression F Bunea, MH Wegkamp Canadian Journal of Statistics 32 (2), 105-118, 2004 | 31 | 2004 |

Aggregation for regression learning F Bunea, A Tsybakov, M Wegkamp arXiv preprint math/0410214, 2004 | 29 | 2004 |

Convex banding of the covariance matrix J Bien, F Bunea, L Xiao Journal of the American Statistical Association 111 (514), 834-845, 2016 | 25 | 2016 |