61 citations · 72 across the 11 of their papers we have counts for
11 papers
Conformal Robust Set Estimation
Alejandro Cholaquidis, Emilien Joly, Leonardo Moreno
We introduce a robust conformal prediction method based on the half-mass radius $\dP(x):=\inf\{r>0:P(B(x,r))>1/2\}$. Its empirical version is exactly the distance from a point to i…
GROS: A General Robust Aggregation Strategy
Alejandro Cholaquidis, Emilien Joly, Leonardo Moreno
A new, very general, robust procedure for combining estimators in metric spaces is introduced GROS. The method is reminiscent of the well-known median of means, as described in \ci…
On the links between Stein transforms and concentration inequalities for dependent random variables
Santiago Arenas-Velilla, Emilien Joly
In this paper, we explore some links between transforms derived by Stein's method and concentration inequalities. In particular, we show that the stochastic domination of the zero…
Regression with Missing Data, a Comparison Study of TechniquesBased on Random Forests
Irving Gómez-Méndez, Emilien Joly
In this paper we present the practical benefits of a new random forest algorithm to deal withmissing values in the sample. The purpose of this work is to compare the different solu…
A tractable non-adaptative group testing method for non-binary measurements
Emilien Joly, Bastien Mallein
The original problem of group testing consists in the identification of defective items in a collection, by applying tests on groups of items that detect the presence of at least o…
On the Consistency of a Random Forest Algorithm in the Presence of Missing Entries
Irving Gómez-Méndez, Emilien Joly
This paper tackles the problem of constructing a non-parametric predictor when the latent variables are given with incomplete information. The convenient predictor for this task is…