6 citations · 6 across the 3 of their papers we have counts for
3 papers · 1 filter
Sequential Bayesian Learning for Hidden Semi-Markov Models
Patrick Aschermayr, Konstantinos Kalogeropoulos
In this paper, we explore the class of the Hidden Semi-Markov Model (HSMM), a flexible extension of the popular Hidden Markov Model (HMM) that allows the underlying stochastic proc…
Bayesian spatio-temporal epidemic models with applications to sheep pox
C. Malesios, N. Demiris, K. Kalogeropoulos +1
Epidemic data often possess certain characteristics, such as the presence of many zeros, the spatial nature of the disease spread mechanism or environmental noise. This paper addre…
Capturing the time-varying drivers of an epidemic using stochastic dynamical systems
Joseph Dureau, Konstantinos Kalogeropoulos, Marc Baguelin
Epidemics are often modelled using non-linear dynamical systems observed through partial and noisy data. In this paper, we consider stochastic extensions in order to capture unknow…