132 citations
- 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
10 papers · 1 filter
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…
Block modelling in dynamic networks with non-homogeneous Poisson processes and exact ICL
Marco Corneli, Pierre Latouche, Fabrice Rossi
We develop a model in which interactions between nodes of a dynamic network are counted by non homogeneous Poisson processes. In a block modelling perspective, nodes belong to hidd…
Using the Mean Absolute Percentage Error for Regression Models
Arnaud De Myttenaere, Boris Golden, Bénédicte Le Grand +1
We study in this paper the consequences of using the Mean Absolute Percentage Error (MAPE) as a measure of quality for regression models. We show that finding the best model under…
A Methodology for the Diagnostic of Aircraft Engine Based on Indicators Aggregation
Tsirizo Rabenoro, Jérôme Lacaille, Marie Cottrell +1
Aircraft engine manufacturers collect large amount of engine related data during flights. These data are used to detect anomalies in the engines in order to help companies optimize…