2 papers
stat.ML2023
AI and ethics in insurance: a new solution to mitigate proxy discrimination in risk modeling
Marguerite Sauce, Antoine Chancel, Antoine Ly
The development of Machine Learning is experiencing growing interest from the general public, and in recent years there have been numerous press articles questioning its objectivit…
stat.ML2022
Model Transparency and Interpretability : Survey and Application to the Insurance Industry
Dimitri Delcaillau, Antoine Ly, Alize Papp +1
The use of models, even if efficient, must be accompanied by an understanding at all levels of the process that transforms data (upstream and downstream). Thus, needs increase to d…