Publications

Papers

• SLGP-based surrogates for spatially dependent discrete outputs: modelling, uncertainty quantification, and data acquisition.
  Status: Accepted / to appear - MODA 14 proceedings, Statistical Papers (2026)
  Work by A.G

• SLGP: An R Package for Spatial Conditional Density Estimation
  Status: Submitted (2026)
  Work by A.G

• CRPS-Based Targeted Sequential Design with Application in Chemical Space
  Status: Accepted / to appear - Journal of Computational and Graphical Statistics
  Work by Lea Friedli, A.G, Anna Broccard and David Ginsbourger

• Continuous logistic Gaussian random measure fields for spatial distributional modelling
  Status: Published in the Annals of the Institute of Statistical Mathematics.
  Work A.G and 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
  Work by A.G, David Ginsbourger and Guillaume Pirot

Software

• R package: SLGP

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.
  Work by A.G, David Ginsbourger and Guillaume Pirot

Ph.D. Manuscript

• Modelling and predicting distribution-valued fields with applications to inversion under uncertainty
  Status: Accepted by the faculty of science, available.