2 papers
stat.ME2025
Exchangeable Gaussian Processes with application to epidemics
Lampros Bouranis, Petros Barmpounakis, Nikolaos Demiris +1
We develop a Bayesian non-parametric framework based on multi-task Gaussian processes, appropriate for temporal shrinkage. We focus on a particular class of dynamic hierarchical mo…
stat.CO2025
Bayesian analysis of diffusion-driven multi-type epidemic models with application to COVID-19
Lampros Bouranis, Nikolaos Demiris, Konstantinos Kalogeropoulos +1
We consider a flexible Bayesian evidence synthesis approach to model the age-specific transmission dynamics of COVID-19 based on daily mortality counts. The temporal evolution of t…