activity
20092023
most citedChoice of V for V-Fold Cross-Validation in Least-Squares Density Estimation

54 citations · 180 across the 26 of their papers we have counts for

collaborators

32 papers

cs.DS2023★ 1 cited

Online Matching in Geometric Random Graphs

Flore Sentenac, Nathan Noiry, Matthieu Lerasle +2

We investigate online maximum cardinality matching, a central problem in ad allocation. In this problem, users are revealed sequentially, and each new user can be paired with any p…

stat.ML2022

Construction of a Surrogate Model: Multivariate Time Series Prediction with a Hybrid Model

Clara Carlier, Arnaud Franju, Matthieu Lerasle +1

Recent developments of advanced driver-assistance systems necessitate an increasing number of tests to validate new technologies. These tests cannot be carried out on track in a re…

math.ST2020★ 8 cited

Optimal Change-Point Detection and Localization

Nicolas Verzelen, Magalie Fromont, Matthieu Lerasle +1

Given a times series in , with a piece-wise contant mean and independent components, the twin problems of change-point detection and change-point localizati…

math.ST2020

On the robustness of the minimum interpolator

Geoffrey Chinot, Matthieu Lerasle

We analyse the interpolator with minimal -norm in a general high dimensional linear regression framework where where is a ran…

math.ST2019

Aggregated Hold-Out

Guillaume Maillard, Sylvain Arlot, Matthieu Lerasle

Aggregated hold-out (Agghoo) is a method which averages learning rules selected by hold-out (that is, cross-validation with a single split). We provide the first theoretical guaran…

stat.ML2019★ 8 cited

Lecture Notes: Selected topics on robust statistical learning theory

Matthieu Lerasle

These notes gather recent results on robust statistical learning theory. The goal is to stress the main principles underlying the construction and theoretical analysis of these est…