103 citations
- Centre National de la Recherche ScientifiqueFR3 papers
- Institut national de recherche en sciences et technologies du numériqueFR3 papers
- Université Côte d'AzurFR2 papers
- Centre Inria d'Université Côte d'AzurFR1 paper
- Département mathématiques, informatique, sciences de la donnée et technologies du numériqueFR1 paper
- Institut de Physique de NiceFR1 paper
- Laboratoire de Mathématiques Blaise PascalFR1 paper
- Laboratoire d'Informatique, Signaux et Systèmes de Sophia AntipolisFR1 paper
- Laboratoire Jean-Alexandre DieudonnéFR1 paper
- Mathématiques Appliquées à Paris 5FR1 paper
- Observatoire de la Côte d’AzurFR1 paper
- Technical University of DenmarkDK1 paper
5 papers
Explainability as statistical inference
Hugo Henri Joseph Senetaire, Damien Garreau, Jes Frellsen +1
A wide variety of model explanation approaches have been proposed in recent years, all guided by very different rationales and heuristics. In this paper, we take a new route and ca…
Extending Logic Explained Networks to Text Classification
Rishabh Jain, Gabriele Ciravegna, Pietro Barbiero +3
Recently, Logic Explained Networks (LENs) have been proposed as explainable-by-design neural models providing logic explanations for their predictions. However, these models have o…
Embedded Topics in the Stochastic Block Model
Rémi Boutin, Charles Bouveyron, Pierre Latouche
Communication networks such as emails or social networks are now ubiquitous and their analysis has become a strategic field. In many applications, the goal is to automatically extr…
Asteroid Taxonomy from Cluster Analysis of Spectrometry and Albedo
Max Mahlke, Benoit Carry, Pierre-Alexandre Mattei
The classification of the minor bodies of the Solar System based on observables has been continuously developed and iterated over the past 40 years. While prior iterations followed…
Autoregressive based Drift Detection Method
Mansour Zoubeirou A Mayaki, Michel Riveill
In the classic machine learning framework, models are trained on historical data and used to predict future values. It is assumed that the data distribution does not change over ti…