← All authors Guillaume Lecué École Supérieure des Sciences Économiques et Commerciales (per OpenAlex) · ORCID · OpenAlex
26 papers in scope · 25 published · 1 on the econ.EM arXiv · 593 citations · h-index 16 (over the papers listed here)
Related authors The 20 authors closest to this one in our weighted citation graph, most related first.
Thomas Zylkin Martin Weidner Amrei Stammann Iván Fernández-Val Jiafeng Chen Daniel Czarnowske Louis Pape Lucas Resende Philippe Choné Lionel Wilner Jonathan Roth David Benatia Christophe Bellégo Joschka Wanner Julian Hinz Mingli Chen Ayden Higgins Sergio Correia Paulo Guimarães Victor Chernozhukov Proximity is measured over citations between two papers we both hold, weighted by how heavily one leans on the other, and is symmetric — it does not distinguish citing from being cited. Authors without a profile here are skipped, and a genuinely close colleague can be missing simply because their work is not in our arXiv corpus. Method: docs/06-citations-pipeline.md .
Papers (1 of 26)
working paper 2025 · arXiv
On the robustness to adversarial corruption and to heavy-tailed data of the Stahel–Donoho median of means
published 2022 · Information and Inference A Journal of the IMA · 12 citations · first circulated 2021
with Jules Depersin
Optimal robust mean and location estimation via convex programs with respect to any pseudo-norms
published 2022 · Probability Theory and Related Fields · 7 citations · first circulated 2021
with Jules Depersin
Robust sub-Gaussian estimation of a mean vector in nearly linear time
published 2022 · The Annals of Statistics · 57 citations · first circulated 2019
with Jules Depersin
A MOM-based ensemble method for robustness, subsampling and hyperparameter tuning
published 2021 · Electronic Journal of Statistics · first circulated 2018
with Joon Kwon, Matthieu Lerasle
Learning with semi-definite programming: statistical bounds based on fixed point analysis and excess risk curvature
published 2021 · Journal of Machine Learning Research · first circulated 2020
with Stéphane Chrétien, Mihai Cucuringu, Lucie Neirac
Robust classification via MOM minimization
published 2020 · Machine Learning · 1 citations
with Matthieu Lerasle, Timothée Mathieu
Robust classification via MOM minimization
published 2020 · Machine Learning · 25 citations
with Matthieu Lerasle, Timlothée Mathieu
Robust machine learning by median-of-means: Theory and practice
published 2020 · The Annals of Statistics · 31 citations
with Matthieu Lerasle
Robust statistical learning with Lipschitz and convex loss functions
published 2019 · Probability Theory and Related Fields · 30 citations · first circulated 2018
with Geoffrey Chinot, Matthieu Lerasle, Lerasle Matthieu
Estimation bounds and sharp oracle inequalities of regularized procedures with Lipschitz loss functions
published 2019 · The Annals of Statistics · 43 citations · first circulated 2017
with Pierre Alquier, Vincent Cottet
Learning from MOM’s principles: Le Cam’s approach
published 2018 · Stochastic Processes and their Applications · 33 citations · first circulated 2017
with Matthieu Lerasle, Lerasle Matthieu
Slope meets Lasso: Improved oracle bounds and optimality
published 2018 · The Annals of Statistics · 29 citations
Regularization and the small-ball method I: Sparse recovery
published 2018 · The Annals of Statistics · 18 citations
with Shahar Mendelson
Regularization and the small-ball method II: complexity dependent error rates
published 2017 · Journal of Machine Learning Research · 21 citations · first circulated 2016
with Shahar Mendelson
On the Gap Between Restricted Isometry Properties and Sparse Recovery Conditions
published 2016 · IEEE Transactions on Information Theory · 52 citations
with Sjoerd Dirksen, Holger Rauhut
On the optimality of the aggregate with exponential weights for low temperatures
published 2013 · Bernoulli · 10 citations
with Shahar Mendelson
Comment to “Generic chaining and the ℓ1-penalty” by Sara van de Geer
published 2012 · Journal of Statistical Planning and Inference
Oracle inequalities for cross-validation type procedures
published 2012 · Electronic Journal of Statistics · 24 citations
with Charles Mitchell
Sharp Oracle Inequalities for High-Dimensional Matrix Prediction
published 2011 · IEEE Transactions on Information Theory · 20 citations · first circulated 2010
with Stéphane Gaïffas
Aggregation via empirical risk minimization
published 2008 · Probability Theory and Related Fields · 38 citations
with Shahar Mendelson
Selection of variables and dimension reduction in high-dimensional non-parametric regression
published 2008 · Electronic Journal of Statistics · 42 citations
with Karine Bertin
Classification with minimax fast rates for classes of Bayes rules with sparse representation
published 2008 · Electronic Journal of Statistics · 7 citations · first circulated 2006
Optimal rates of aggregation in classification under low noise assumption
published 2007 · Bernoulli · 15 citations · first circulated 2006
Simultaneous adaptation to the margin and to complexity in classification
published 2007 · The Annals of Statistics · 34 citations
Optimal rates and adaptation in the single-index model using aggregation
published 2007 · Electronic Journal of Statistics · 44 citations
with Stéphane Gaïffas
Assembled from arXiv and OpenAlex. Duplicate records for the same paper are merged, and the published version is shown where we could identify one. Corrections welcome.
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