Compositional semantics for probabilistic programs with exact conditioning

We define a probabilistic programming language for Gaussian random variables with a first-class exact conditioning construct. We give operational, denotational and equational semantics for this language, establishing convenient properties like exchangeability of conditions. Conditioning on equality...

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Bibliografische gegevens
Hoofdauteurs: Stein, D, Staton, S
Formaat: Conference item
Taal:English
Gepubliceerd in: IEEE 2021