Publications
Ph.D. Manuscript
- Modelling and predicting distribution-valued fields with applications to inversion under uncertainty
Status: Accepted by the faculty of science, available.
Papers
-
Continuous logistic Gaussian random measure fields for spatial distributional modelling
Status: Preprint available
Joint work with David Ginsbourger -
Goal-oriented adaptive sampling under random field modelling of response probability distributions
Status: Published in ESAIM: Proceedings and Surveys: August 2021, Vol. 71, p. 89-100
Joint work with David Ginsbourger and Guillaume Pirot
Workshop papers
- Probabilistic ABC with Spatial Logistic Gaussian Process modelling
Status: Published in the Third Workshop on Machine Learning and the Physical Sciences, NeurIPS 2020.
Joint work with David Ginsbourger and Guillaume Pirot