2 papers
stat.CO2026
Bridging Theory and Practice in Efficient Gaussian Process-Based Statistical Modeling for Large Datasets
Flávio B. Gonçalves, Marcos O. Prates, Gareth O. Roberts
Geostatistics is a branch of statistics concerned with stochastic processes over continuous domains, with Gaussian processes (GPs) providing a flexible and principled modelling fra…
stat.ME2026
On the Validity of Isotropic Covariance Functions for Set-indexed Random Fields
Lucas da Cunha Godoy, Marcos Oliveira Prates, Fernando Andrés Quintana +1
Distances between sets arise naturally when modeling stochastic dependence on collections of spatial supports, including settings with point-referenced and areal observations. Howe…