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

• SLGP-based surrogates for spatially dependent discrete outputs: modelling, uncertainty quantification, and data acquisition.
  Status: Submitted (2026) Work by A.G

• Spatial Logistic Gaussian Process (SLGP): Implementing a nonparametric approach to conditional density estimation on heterogeneous data
  Download PDF Status: Submitted (2026) Work by A.G

• CRPS-Based Targeted Sequential Design with Application in Chemical Space
  Status: Preprint available
  Work by Lea Friedli, A.G, Anna Broccard and David Ginsbourger

• Continuous logistic Gaussian random measure fields for spatial distributional modelling
  Status: Accepted by the Annals of the Institute of Statistical Mathematics. 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