Badr-Eddine Chérief-Abdellatif

activity

20182026

most citedConsistency of Variational Bayes Inference for Estimation and Model Selection in Mixtures

45 citations · 151 across the 18 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

stat.ML2023

Label Shift Quantification with Robustness Guarantees via Distribution Feature Matching

Bastien Dussap, Gilles Blanchard, Badr-Eddine Chérief-Abdellatif

Quantification learning deals with the task of estimating the target label distribution under label shift. In this paper, we first present a unifying framework, distribution featur…

stat.ML2023★ 3 cited

Bayes meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes

Charles Riou, Pierre Alquier, Badr-Eddine Chérief-Abdellatif

Bernstein's condition is a key assumption that guarantees fast rates in machine learning. For example, the Gibbs algorithm with prior $π$ has an excess risk in $O (d_{π} / n)$ , as oppos…