Field
Spatial statistics, point process, parameter estimation, Markov chain Monte Carlo simulation
Application to geological data, application to biological data
Publications
Ph.D. Thesis
C. Reype. Probabilistic modelling and Bayesian inference for the analysis of geological fluid mixing systems: pattern detection and parameter estimation. PhD Thesis. Université de Lorraine, 2022.
Submitted publication
C. Reype, R. S. Stoica, A. Richard and M. Deaconu. HUG model: an interaction point process for Bayesian detection of multiple sources in groundwaters from hydrochemical data. Preprint HAL, hal-03740303 , 2022.
Proceedings of conferences
[3] D. Gemmerlé, R. S. Stoica, and C. Reype. DRlib: a C++ library for marked Gibbs point processes simulation and inference. 21st Annual Conference of the International Association for Mathematical Geosciences, IAMG 2022.
[4] Christophe Reype, A. Richard, R. S. Stoica and M. Deaconu. Bayesian statistical analysis of hydrogeochemical data using point processes: a new tool for source detection in multicomponent fluid mixtures, 2020.Preprint HAL
Talks
Spatial Statistics and Image Analysis in Biology (editions 2021 and 2022)
International Association for Mathematical Geosciences (IAMG) 2022
DEEPSURF (editions 2021 and 2022)
RING MEETING 2020
Seminar of the Laboratoire de Mathématiques Pures et Appliquées Joseph Liouville (LMPA) 2025
Seminar of the Laboratoire Pluridisciplinaire et Simulations (LAMPS) 2025
Visit of l'Option Géostatistique et Probabilités Appliquées, Mines Paris 3A (INRAE équipe BIOSP) 2024
Seminar of the team RING GeoRessources 2023
Collaboration
International collaboration
Following [4], I work in collaboration with Radu Stoica, a full professor at Lorraine University, and Daniele Luigi Pinti, a full professor at Quebec University in Montreal, on the source detection problem in a sparse hydrochemical dataset.
Software production
DRLib, a C++ library, is developed in collaboration with Didier Gemmerlé, a CNRS Research Engineer at Lorraine University, and Radu Stoica, a full professor at Lorraine University. DRLib is used for modelling, simulation and infererence of marked point process. I am currently using DRLib to make the Hug model, developed during my phD, efficient and easy to use for the public.