Author Archives: cusumano

Using probabilistic programs as proposals

We show how custom Monte Carlo proposal distributions can be expressed as samplers written in probabilistic programming languages. We call these probabilistic programs proposal programs. Proposal programs allow the inference practitioner to naturally express their knowledge about a target distribution … Continue reading

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