Foundations of Probabilistic Programming

This book provides an overview of the theoretical underpinnings of modern probabilistic programming and presents applications in e.g., machine learning, security, and approximate computing. Comprehensive survey chapters make the material accessible to graduate students and non-experts. This title is...

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Bibliografische gegevens
Andere auteurs: Barthe, Gilles (Redacteur), Katoen, Joost-Pieter (Redacteur), Silva, Alexandra (Redacteur)
Formaat: Elektronisch Hoofdstuk
Taal:Engels
Gepubliceerd in: Cambridge University Press 2020
Reeks:Mathematical Sciences and Information Technology
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Samenvatting:This book provides an overview of the theoretical underpinnings of modern probabilistic programming and presents applications in e.g., machine learning, security, and approximate computing. Comprehensive survey chapters make the material accessible to graduate students and non-experts. This title is also available as Open Access on Cambridge Core.
Fysieke beschrijving:1 electronic resource (582 p.)
ISBN:9781108770750
9781108488518
DOI:10.1017/9781108770750
Toegang:Open Access