Uncertain Evidence in Probabilistic Models and Stochastic Simulators

Andreas Munk, Alexander Mead, Frank Wood

We consider the problem of performing Bayesian inference in probabilistic models where observations are accompanied by uncertainty, referred to as "uncertain evidence." We explore…