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Citation: Guillaume Lecué et Philippe Rigollet, OPTIMAL LEARNING WITH Q-AGGREGATION, Annals of statistics , 42(1), 2014, pp. 211-224

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Citation: Guillaume Lecué et Shahar Mendelson, REGULARIZATION AND THE SMALL-BALL METHOD I: SPARSE RECOVERY, Annals of statistics , 46(2), 2018, pp. 611-641

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Citation: Guillaume Lecué et Shahar Mendelson, GENERAL NONEXACT ORACLE INEQUALITIES FOR CLASSES WITH A SUBEXPONENTIAL ENVELOPE, Annals of statistics , 40(2), 2012, pp. 832-860

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Citation: Guillaume Lecué et Matthieu Lerasle, Robust machine learning by median-of-means: Theory and practice, Annals of statistics , 48(2), 2020, pp. 906-931

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Citation: Pierre Alquier et al., Estimation bounds and sharp oracle inequalities of regularized procedures with Lipschitz loss functions, Annals of statistics , 47(4), 2019, pp. 2117-2144

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Citation: Pierre C. Bellec et al., Slope meets Lasso: Improved oracle bounds and optimality, Annals of statistics , 46(6B), 2018, pp. 3603-3642