9 citations · 17 across the 2 of their papers we have counts for
2 papers
math.ST2018★ 9 cited
Statistical learning with Lipschitz and convex loss functions
Geoffrey Chinot, Lecué Guillaume, Lerasle Matthieu
We obtain risk bounds for Empirical Risk Minimizers (ERM) and minmax Median-Of-Means (MOM) estimators based on loss functions that are both Lipschitz and convex. Results for the ER…
math.ST2017★ 8 cited
Learning from MOM's principles: Le Cam's approach
Lecué Guillaume, Lerasle Matthieu
We obtain estimation error rates for estimators obtained by aggregation of regularized median-of-means tests, following a construction of Le Cam. The results hold with exponentiall…