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Title Foundations of probabilistic programming / edited by Gilles Barthe, Joost-Pieter Katoen, Alexandra Silva.

Publication Info. Cambridge : Cambridge University Press, 2021.

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Location Call No. Status
 University of Saint Joseph: Pope Pius XII Library - Internet  WORLD WIDE WEB E-BOOK Cambridge    Downloadable
Please click here to access this Cambridge resource
Description 1 online resource (xiv, 568 pages) : PDF file(s)
Note Title from publisher's bibliographic system (viewed on 20 Nov 2020).
Summary What does a probabilistic program actually compute? How can one formally reason about such probabilistic programs? This valuable guide covers such elementary questions and more. It provides a state-of-the-art overview of the theoretical underpinnings of modern probabilistic programming and their applications in machine learning, security, and other domains, at a level suitable for graduate students and non-experts in the field. In addition, the book treats the connection between probabilistic programs and mathematical logic, security (what is the probability that software leaks confidential information?), and presents three programming languages for different applications: Excel tables, program testing, and approximate computing. This title is also available as Open Access on Cambridge Core.
Subject Computer programming.
Probabilities -- Data processing.
Added Author Barthe, Gilles, 1967- editor.
Katoen, Joost-Pieter, editor.
Silva, Alexandra, editor.
Added Title Cambridge EBA. CaBVaS
Other Form: Print version: 9781108488518
ISBN 9781108770750 (ebook)
1108770754
9781108488518 (hardback)
110848851X
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