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

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)!
The paper “High-dimensional additive Gaussian processes under monotonicity constraints”, a joint work with F. Bachoc and O. Roustant, has been officially published at NeurIPS 2022
The paper “Modeling complex mechanical computer codes with functional input via Gaussian processes”, a joint work with F. Massa, I. Turpin and N. Leconte, is officially published in the international conference CILAMCE 2022
The paper “Sequential construction and dimension reduction of Gaussian processes under inequality constraints”, a joint work with F. Bachoc and O. Roustant, is officially published in SIMODS