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math.ST2021
Continuous logistic Gaussian random measure fields for spatial distributional modelling
Athénaïs Gautier, David Ginsbourger
We study Spatial Logistic Gaussian Process (SLGP) models for non-parametric estimation of probability density fields using scattered samples of heterogeneous sizes. SLGPs are exami…
stat.ME2021★ 2 cited
Goal-oriented adaptive sampling under random field modelling of response probability distributions
Athénaïs Gautier, David Ginsbourger, Guillaume Pirot
In the study of natural and artificial complex systems, responses that are not completely determined by the considered decision variables are commonly modelled probabilistically, r…