132 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Strateji Araşdırmalar MərkəziAZ14 papers
- Université Paris 1 Panthéon-SorbonneFR9 papers
- Laboratoire de Probabilités et Modèles AléatoiresFR7 papers
- Centre National de la Recherche ScientifiqueFR6 papers
- Laboratoire de Probabilités, Statistique et ModélisationFR6 papers
- Sorbonne UniversitéFR6 papers
- Université Paris CitéFR5 papers
- Mathématiques Appliquées à Paris 5FR4 papers
- Centre de Recherche en Mathématiques de la DécisionFR3 papers
- Florida International UniversityUS3 papers
- Institut FourierFR3 papers
- Laboratoire de Physique des PlasmasFR3 papers
3 papers · 2 filters
Fairness Meets Privacy: Integrating Differential Privacy and Demographic Parity in Multi-class Classification
Lilian Say, Christophe Denis, Rafael Pinot
The increasing use of machine learning in sensitive applications demands algorithms that simultaneously preserve data privacy and ensure fairness across potentially sensitive sub-p…
Set to Be Fair: Demographic Parity Constraints for Set-Valued Classification
Eyal Cohen, Christophe Denis, Mohamed Hebiri
Set-valued classification is used in multiclass settings where confusion between classes can occur and lead to misleading predictions. However, its application may amplify discrimi…
Empirical risk minimization algorithm for multiclass classification of S.D.E. paths
Christophe Denis, Eddy Ella Mintsa
We address the multiclass classification problem for stochastic diffusion paths, assuming that the classes are distinguished by their drift functions, while the diffusion coefficie…