Alexander Mead

Uncertain Evidence in Probabilistic Models and Stochastic Simulators

We consider the problem of performing Bayesian inference in probabilistic models where observations are accompanied by uncertainty, referred to as "uncertain evidence.'' We explore how to interpret uncertain evidence, and by extension the importance of proper interpretation as it pertains to inferen…