2 papers
stat.CO2025
Amortising over hyperparameters in Generalised Bayesian Inference
Laura Battaglia, Chris U. Carmona, Ross A. Haines +3
In Bayesian inference prior hyperparameters are chosen subjectively or estimated using empirical Bayes methods. Generalised Bayesian Inference (GBI) also has a learning rate hyperp…
stat.AP2025
Simultaneous Reconstruction of Spatial Frequency Fields and Sample Locations via Bayesian Semi-Modular Inference
Chris U. Carmona, Ross A. Haines, Max Anderson Loake +2
Traditional methods for spatial inference estimate smooth interpolating fields based on features measured at well-located points. When the spatial locations of some observations ar…