518 citations
- Centre National de la Recherche ScientifiqueFR241 papers
- Université Toulouse III - Paul SabatierFR172 papers
- Institut de Recherche en Informatique de ToulouseFR171 papers
- Université Toulouse-I-CapitoleFR171 papers
- Université Toulouse - Jean JaurèsFR171 papers
- Institut de Mathématiques de MarseilleFR147 papers
- Université de BordeauxFR138 papers
- Château GombertFR107 papers
- Laboratoire Bordelais de Recherche en InformatiqueFR80 papers
- Aix-Marseille UniversitéFR54 papers
- Institut de Mécanique et d'Ingénierie de BordeauxFR45 papers
- Centrale MéditerranéeFR39 papers
4 papers · 2 filters
DECWA : Density-Based Clustering using Wasserstein Distance
Nabil El Malki, Robin Cugny, Olivier Teste +1
Clustering is a data analysis method for extracting knowledge by discovering groups of data called clusters. Among these methods, state-of-the-art density-based clustering methods…
Decentralized Smart Charging of Large-Scale EVs using Adaptive Multi-Agent Multi-Armed Bandits
Sharyal Zafar, Raphaël Feraud, Anne Blavette +2
The drastic growth of electric vehicles and photovoltaics can introduce new challenges, such as electrical current congestion and voltage limit violations due to peak load demands.…
L'explicabilité au service de l'extraction de connaissances : application à des données médicales
Robin Cugny, Emmanuel Doumard, Elodie Escriva +1
The use of machine learning has increased dramatically in the last decade. The lack of transparency is now a limiting factor, which the field of explainability wants to address. Fu…
The Inadequacy of Shapley Values for Explainability
Xuanxiang Huang, Joao Marques-Silva
This paper develops a rigorous argument for why the use of Shapley values in explainable AI (XAI) will necessarily yield provably misleading information about the relative importan…