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Semantics for probabilistic programming

Published • Jul 5, 2016
NobleIDNI3P45W28R23S86
Authors:
Sam Staton
,
Hongseok Yang
,
Frank Wood

Abstract

We study the semantic foundation of expressive probabilistic programming languages, that support higher-order functions, continuous distributions, and soft constraints (such as Anglican, Church, and Venture). We define a metalanguage (an idealised version of Anglican) for probabilistic computation w...

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