國立虎尾科技大學 |

Foundations of probabilistic programming /

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Foundations of probabilistic programming // edited by Gilles Barthe, Joost-Pieter Katoen, Alexandra Silva.
other author:	Barthe, Gilles,
Description:	1 online resource (xiv, 568 pages) :digital, PDF file(s). :
Notes:	Title from publisher's bibliographic system (viewed on 20 Nov 2020).
Subject:	Computer programming. -
Online resource:	https://doi.org/10.1017/9781108770750
ISBN:	9781108770750 (ebook)

Foundations of probabilistic programming /
Foundations of probabilistic programming /edited by Gilles Barthe, Joost-Pieter Katoen, Alexandra Silva. - 1 online resource (xiv, 568 pages) :digital, PDF file(s).

Title from publisher's bibliographic system (viewed on 20 Nov 2020).

Open Access title.

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.

ISBN: 9781108770750 (ebook)Subjects--Topical Terms:

527822
Computer programming.

LC Class. No.: QA76.6 / .F69 2021

Dewey Class. No.: 001.642

Foundations of probabilistic programming /
LDR:01826nam a2200289 i 4500 001 1124999
003 UkCbUP
005 20201214100409.0
006 m|||||o||d||||||||
007 cr||||||||||||
008 240926s2021||||enk o ||1 0|eng|d
020 $a 9781108770750 (ebook)
020 $z 9781108488518 (hardback)
035 $a CR9781108770750
040 $a UkCbUP $b eng $e rda $c UkCbUP
050 4 $a QA76.6 $b .F69 2021
082 0 4 $a 001.642 $2 23
245 0 0 $a Foundations of probabilistic programming / $c edited by Gilles Barthe, Joost-Pieter Katoen, Alexandra Silva.
264 1 $a Cambridge : $b Cambridge University Press, $c 2021.
300 $a 1 online resource (xiv, 568 pages) : $b digital, PDF file(s).
336 $a text $b txt $2 rdacontent
337 $a computer $b c $2 rdamedia
338 $a online resource $b cr $2 rdacarrier
500 $a Title from publisher's bibliographic system (viewed on 20 Nov 2020).
506 $a Open Access title.
520 $a 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.
650 0 $a Computer programming. $3 527822
650 0 $a Probabilities $x Data processing. $3 678601
700 1 $a Barthe, Gilles, $d 1967- $e editor. $3 1442931
700 1 $a Katoen, Joost-Pieter, $e editor. $3 1442932
700 1 $a Silva, Alexandra, $e editor. $3 1442933
776 0 8 $i Print version: $z 9781108488518
856 4 0 $u https://doi.org/10.1017/9781108770750