Probabilistic programming and denotational semantics
Probabilistic programming is a method for Bayesian statistics in which statistical models are encoded as programs. In this talk I will introduce probabilistic programming and the problem of inference. I will then present two kinds of semantics for probabilistic programs: one based on measures and probability kernels, and one based…