Research topics:
Actuarial Statistics (Tests; Mortality models; Ruin theory and approximation)
Bayesian statistics (Variable Selection; Approximation)
Short and long memory processes (Comparison; Clustering and goodness-of-fit tests)
Copulas (Estimation and clustering); multivariate dependence.
Mixtures (Two-components mixtures; Comparison of mixtures)
Deep learning (Deep Gaussian Mixture Models; Data augmentation; Missing data; Clustering)
Imbalanced regression
PhD Students:
Maxime Dotta : "Détection de fraude en assurance" (co-director Xavier Milhaud) with Malakoff Humanis
Samuel Stocksieker : “Modélisation des distributions déséquilibrées en assurance” (co-director : Arthur Charpentier)
Eléonore Blanchard : “Détection de régimes de marché en gestion d’actifs” (co-directors : Anne Eyraud-Loisel, Pierre-Olivier Goffard) with CPR Amundi
Former PhD Students:
Meïli Baragatti http://www.meilibaragatti.fr/
Pierre-Olivier Goffard http://pierre-olivier.goffard.me/
Robin Fuchs https://www.linkedin.com/in/robin-fuchs-820a6862/?originalSubdomain=fr
Yves Ngounou https://ensai.fr/equipe/ngounou-yves/
Mathilde Dugenne https://lov.imev-mer.fr/web/member/mathilde-dugenne/
R Package:
Kcop https://cran.r-project.org/web/packages/Kcop/index.html