Lecue, Guillaume

10 publications

JMLR 2024 Learning with a Linear Loss Function: Excess Risk and Estimation Bounds for ERM, Minmax MOM and Their Regularized Versions with Applications to Robustness in Sparse PCA. Guillaume Lecué, Lucie Neirac

JMLR 2021 Learning with Semi-Definite Programming: Statistical Bounds Based on Fixed Point Analysis and Excess Risk Curvature Stéphane Chrétien, Mihai Cucuringu, Guillaume Lecué, Lucie Neirac

MLJ 2020 Correction to: Robust Classification via MOM Minimization Guillaume Lecué, Matthieu Lerasle, Timothée Mathieu

MLJ 2020 Robust Classification via MOM Minimization Guillaume Lecué, Matthieu Lerasle, Timothée Mathieu

ICML 2019 MONK Outlier-Robust Mean Embedding Estimation by Median-of-Means Matthieu Lerasle, Zoltan Szabo, Timothée Mathieu, Guillaume Lecue

JMLR 2017 Regularization and the Small-Ball Method II: Complexity Dependent Error Rates Guillaume Lecué, Shahar Mendelson

JMLR 2011 Hyper-Sparse Optimal Aggregation Stéphane Gaîffas, Guillaume Lecué

COLT 2007 Suboptimality of Penalized Empirical Risk Minimization in Classification Guillaume Lecué

JMLR 2006 Lower Bounds and Aggregation in Density Estimation Guillaume Lecué

COLT 2006 Optimal Oracle Inequality for Aggregation of Classifiers Under Low Noise Condition Guillaume Lecué