Inference of Stochastic Disease Transmission Models Using Particle-MCMC and a Gradient Based Proposal

Conor Rosato, John Harris, Jasmina Panovska-Griffiths +1

State-space models have been widely used to model the dynamics of communicable diseases in populations of interest by fitting to time-series data. Particle filters have enabled the…