Guillaume Lecué

16 papers A* 3Journal 13
YearRankTypeTitle / Venue / Authors
2024 J jnl
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.
J. Mach. Learn. Res.
Guillaume Lecué, Lucie Neirac
2021 J jnl
Learning with semi-definite programming: statistical bounds based on fixed point analysis and excess risk curvature.
J. Mach. Learn. Res.
Stéphane Chrétien, Mihai Cucuringu, Guillaume Lecué, Lucie Neirac
2020 J jnl
Correction to: Robust classification via MOM minimization.
Mach. Learn.
Guillaume Lecué, Matthieu Lerasle, Timothée Mathieu
2020 J jnl
Robust classification via MOM minimization.
Mach. Learn.
Guillaume Lecué, Matthieu Lerasle, Timothée Mathieu
2019 A* conf
MONK Outlier-Robust Mean Embedding Estimation by Median-of-Means.
ICML
Matthieu Lerasle, Zoltán Szabó, Timothée Mathieu, Guillaume Lecué
2018 J jnl
MONK - Outlier-Robust Mean Embedding Estimation by Median-of-Means.
CoRR
Matthieu Lerasle, Zoltán Szabó, Guillaume Lecué, Gaspar Massiot, Eric Moulines
2018 J jnl
On the Gap Between Restricted Isometry Properties and Sparse Recovery Conditions.
IEEE Trans. Inf. Theory
Sjoerd Dirksen, Guillaume Lecué, Holger Rauhut
2017 J jnl
An IHT Algorithm for Sparse Recovery From Subexponential Measurements.
IEEE Signal Process. Lett.
Simon Foucart, Guillaume Lecué
2017 J jnl
Regularization and the small-ball method II: complexity dependent error rates.
J. Mach. Learn. Res.
Guillaume Lecué, Shahar Mendelson
2015 J jnl
On the gap between RIP-properties and sparse recovery conditions.
CoRR
Sjoerd Dirksen, Guillaume Lecué, Holger Rauhut
2011 J jnl
Hyper-Sparse Optimal Aggregation.
J. Mach. Learn. Res.
Stéphane Gaïffas, Guillaume Lecué
2011 J jnl
Sharp Oracle Inequalities for High-Dimensional Matrix Prediction.
IEEE Trans. Inf. Theory
Stéphane Gaïffas, Guillaume Lecué
2011 J jnl
Weighted algorithms for compressed sensing and matrix completion
CoRR
Stéphane Gaïffas, Guillaume Lecué
2007 A* conf
Suboptimality of Penalized Empirical Risk Minimization in Classification.
COLT
Guillaume Lecué
2006 J jnl
Lower Bounds and Aggregation in Density Estimation.
J. Mach. Learn. Res.
Guillaume Lecué
2006 A* conf
Optimal Oracle Inequality for Aggregation of Classifiers Under Low Noise Condition.
COLT
Guillaume Lecué