000 | 02075nam a2200361 i 4500 | ||
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001 | CR9781108770750 | ||
003 | UkCbUP | ||
005 | 20240508141513.0 | ||
006 | m|||||o||d|||||||| | ||
007 | cr|||||||||||| | ||
008 | 190321s2021||||enk o ||1 0|eng|d | ||
020 | _a9781108770750 (ebook) | ||
020 | _z9781108488518 (hardback) | ||
040 |
_aUkCbUP _beng _erda _cUkCbUP |
||
050 | 4 |
_aQA76.6 _b.F69 2021 |
|
082 | 0 | 4 |
_a001.642 _223 |
245 | 0 | 0 |
_aFoundations of probabilistic programming / _cedited by Gilles Barthe, Joost-Pieter Katoen, Alexandra Silva. |
264 | 1 |
_aCambridge : _bCambridge University Press, _c2021. |
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300 |
_a1 online resource (xiv, 568 pages) : _bdigital, PDF file(s). |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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500 | _aTitle from publisher's bibliographic system (viewed on 20 Nov 2020). | ||
506 | _aOpen Access title. | ||
520 | _aWhat 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 | _aComputer programming. | |
650 | 0 |
_aProbabilities _xData processing. |
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700 | 1 |
_aBarthe, Gilles, _d1967- _eeditor. |
|
700 | 1 |
_aKatoen, Joost-Pieter, _eeditor. |
|
700 | 1 |
_aSilva, Alexandra, _eeditor. |
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776 | 0 | 8 |
_iPrint version: _z9781108488518 |
856 | 4 | 0 | _uhttps://doi.org/10.1017/9781108770750 |
999 |
_c38467 _d38467 |