Summary

Associate professor (Maître de Conférences, since 2021) at Université Polytechnique Hauts-de-France (UPHF), CERAMATHS, Valenciennes, France.
Postdoctoral researcher (2020-2021) at the French Aerospace Lab ONERA (Toulouse), France. Research project: Design of experiments and surrogate models for aerodynamic data.
Postdoctoral researcher (2019-2020) at IMT and BRGM, France. ANR Research project: Risk-based system for coastal flooding early warning (RISCOPE).
Ph.D. in Applied Mathematics (2016-2019) at Mines de Saint-Étienne, France. I worked under the supervision of Prof. Olivier Roustant, Ph.D. Nicolas Durrande, and Ph.D. François Bachoc. The thesis was funded by the Chair in Applied Mathematics OQUAIDO [activity report]
M.Sc. in Electrical Engineering (2013-2015) at Universidad Tecnólogica de Pereira, Colombia. I worked under the supervision of Ph.D. Mauricio Álvarez.
My research interests include applied mathematics, machine learning and computer science topics. More precisely, Gaussian processes, kernel design and probabilistic surrogate models.

News

New paper: “Asymptotic analysis for covariance parameter estimation of Gaussian processes with functional inputs”, a joint work with L. Reding and F. Bachoc, has been accepted for publication in Journal of Multivariate Analysis.
New preprint: “Block-additive Gaussian processes under monotonicity constraints”, M. Deronzier, F. Bachoc, J. Rohmer and O. Roustant.
New preprint: “Error bounds for a kernel-based constrained optimal smoothing approximation”, a joint work with L. Grammont and F. Bachoc.
New paper: “A Python toolbox for data-driven aerodynamic modeling using sparse Gaussian processes”, a joint work with H. Valayer, N. Bartoli, M. Castaño-Aguirre, R. Lafage, T. Lefebvre and S. Mouton, is officially published in Aerospace 11(4): 260.
I’m thrilled to announce that the 4-year ANR JCJC GAME (GAussian process modeling of transient MEchanical random fields: a complete study from simulation to identification) project, in which I’m the PI, has been successfully chosen for funding. This is a joint work with F. Massa, L. Reding, I. Turpin (UPHF), J. Bruchon and R. Le Riche (EMSE)!