A domain theory for statistical probabilistic programming

<p>We give an adequate denotational semantics for languages with recursive higher-order types, continuous probability distributions, and soft constraints. These are expressive languages for building Bayesian models of the kinds used in computational statistics and machine learning. Among them...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron: Vákár, M, Kammar, O, Staton, S
Fformat: Conference item
Cyhoeddwyd: Association for Computing Machinery 2019