Research

Research topics

Clustering, constrained clustering
Integration of knowledge in the form of constraints in Data Mining tasks
Constraint Programming applied to Machine Learning or to Natural Language Processing.

Projects

2022-2026: ARD JUNON
2021-2025: ANR INVOLVD Interactive constraint elicitation for unsupervised and semi-supervised data mining
2020-2024: ANR HERELLES Hétérogénéité des données - Hétérogénéité des méthodes : Un cadre collaboratif unifié pour l’analyse interactive de données temporelles
2020-2024: ANR Contrats doctoraux IA.iO Artificial Intelligence in Orléans: Learning from heterogeneous data and expert knowledge. Applications in geological and environmental sciences
2020-2023: grant CIFRE with ATOS

PhD Students

Aymeric Beauchamp, ANR HERELLES grant, since 2021, cosupervised with Samir Loudni and Christel Vrain
Mathieu Guilbert, ANR INVOLVD grant, since 2021, cosupervised with Christel Vrain and Marcilio De Souto
Franck Anaël Mbaiya, ANR Contrats doctoraux IA.iO, since 2021, cosupervised with Christel Vrain, Frédéric Ros and Yves Lucas
Olivier Gracianne, CIFRE grant with ATOS, since 2020, cosupervised with Anaïs Halftermeyer
Nguyen-Viet-Dung Nghiem, grant of the region Centre Val de Loire, cosupervised with Christel Vrain, defended in 2021: Clustering and knowledge integration
Khanh-Chuong Duong, national grant, cosupervised with Christel Vrain, defended in 2014: Constrained clustering by constraint programming