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stat.ME2025
Non-centering for discrete-valued state transition models: an application to ESBL-producing E. coli transmission in Malawi
James Neill, Rebecca Lester, Winnie Bakali +4
Infectious disease transmission is often modelled by discrete-valued stochastic state-transition processes. Due to a lack of complete data, Bayesian inference for these models ofte…
stat.ME2014★ 1 cited
Unbiased Monte Carlo: posterior estimation for intractable/infinite-dimensional models
Sergios Agapiou, Gareth O. Roberts, Sebastian J. Vollmer
We provide a general methodology for unbiased estimation for intractable stochastic models. We consider situations where the target distribution can be written as an appropriate li…