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Estimation bounds and sharp oracle inequalities of regularized procedures with Lipschitz loss functions

Alquier, Pierre, Cottet, Vincent, and Lecué, Guillaume
The Annals of Statistics Volume 47, Number 4 (August 2019), 2117-2144.

Journal article

Slope meets Lasso: Improved oracle bounds and optimality

Bellec, Pierre C., Lecué, Guillaume, and Tsybakov, Alexandre B.
The Annals of Statistics Volume 46, Number 6B (December 2018), 3603-3642.

Journal article

Regularization and the small-ball method I: Sparse recovery

Lecué, Guillaume and Mendelson, Shahar
The Annals of Statistics Volume 46, Number 2 (April 2018), 611-641.

Journal article

Performance of empirical risk minimization in linear aggregation

Lecué, Guillaume and Mendelson, Shahar
Bernoulli Volume 22, Number 3 (August 2016), 1520-1534.

Journal article

Minimax rate of convergence and the performance of empirical risk minimization in phase recovery

Lecué, Guillaume and Mendelson, Shahar
Electronic Journal of Probability Volume 20, (2015).

Journal article

Optimal learning with Q-aggregation

Lecué, Guillaume and Rigollet, Philippe
The Annals of Statistics Volume 42, Number 1 (February 2014), 211-224.

Journal article

Empirical risk minimization is optimal for the convex aggregation problem

Lecué, Guillaume
Bernoulli Volume 19, Number 5B (November 2013), 2153-2166.

Journal article

On the optimality of the aggregate with exponential weights for low temperatures

Lecué, Guillaume and Mendelson, Shahar
Bernoulli Volume 19, Number 2 (May 2013), 646-675.

Journal article

On the optimality of the empirical risk minimization procedure for the Convex aggregation problem

Lecué, Guillaume and Mendelson, Shahar
Annales de l'Institut Henri Poincaré, Probabilités et Statistiques Volume 49, Number 1 (February 2013), 288-306.

Journal article

General nonexact oracle inequalities for classes with a subexponential envelope

Lecué, Guillaume and Mendelson, Shahar
The Annals of Statistics Volume 40, Number 2 (April 2012), 832-860.

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