Guillaume Lecué

Publication Activity (10 Years)

Years Active: 2006-2021
Publications (10 Years): 8

Top Topics

Sufficient Conditions

Estimation Error

Robust Classification

Top Venues

J. Mach. Learn. Res.

IEEE Signal Process. Lett.

Publications

Stéphane Chrétien, Mihai Cucuringu, Guillaume Lecué, Lucie Neirac
Learning with semi-definite programming: statistical bounds based on fixed point analysis and excess risk curvature. J. Mach. Learn. Res. 22 (2021)
Guillaume Lecué, Matthieu Lerasle, Timothée Mathieu
Robust classification via MOM minimization. Mach. Learn. 109 (8) (2020)
Guillaume Lecué, Matthieu Lerasle, Timothée Mathieu
Correction to: Robust classification via MOM minimization. Mach. Learn. 109 (8) (2020)
Matthieu Lerasle, Zoltán Szabó, Timothée Mathieu, Guillaume Lecué
MONK Outlier-Robust Mean Embedding Estimation by Median-of-Means. ICML (2019)
Sjoerd Dirksen, Guillaume Lecué, Holger Rauhut
On the Gap Between Restricted Isometry Properties and Sparse Recovery Conditions. IEEE Trans. Inf. Theory 64 (8) (2018)
Matthieu Lerasle, Zoltán Szabó, Guillaume Lecué, Gaspar Massiot, Eric Moulines
MONK - Outlier-Robust Mean Embedding Estimation by Median-of-Means. CoRR (2018)
Simon Foucart, Guillaume Lecué
An IHT Algorithm for Sparse Recovery From Subexponential Measurements. IEEE Signal Process. Lett. 24 (9) (2017)
Guillaume Lecué, Shahar Mendelson
Regularization and the small-ball method II: complexity dependent error rates. J. Mach. Learn. Res. 18 (2017)
Sjoerd Dirksen, Guillaume Lecué, Holger Rauhut
On the gap between RIP-properties and sparse recovery conditions. CoRR (2015)
Stéphane Gaïffas, Guillaume Lecué
Sharp Oracle Inequalities for High-Dimensional Matrix Prediction. IEEE Trans. Inf. Theory 57 (10) (2011)
Stéphane Gaïffas, Guillaume Lecué
Weighted algorithms for compressed sensing and matrix completion CoRR (2011)
Stéphane Gaïffas, Guillaume Lecué
Hyper-Sparse Optimal Aggregation. J. Mach. Learn. Res. 12 (2011)
Guillaume Lecué
Suboptimality of Penalized Empirical Risk Minimization in Classification. COLT (2007)
Guillaume Lecué
Optimal Oracle Inequality for Aggregation of Classifiers Under Low Noise Condition. COLT (2006)
Guillaume Lecué
Lower Bounds and Aggregation in Density Estimation. J. Mach. Learn. Res. 7 (2006)