Foundations of Probabilistic Programming

Foundations of Probabilistic Programming
Author: Gilles Barthe
Publisher: Cambridge University Press
Total Pages: 583
Release: 2020-12-03
Genre: Computers
ISBN: 110848851X


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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.


Foundations of Probabilistic Programming
Language: en
Pages: 583
Authors: Gilles Barthe
Categories: Computers
Type: BOOK - Published: 2020-12-03 - Publisher: Cambridge University Press

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This book provides an overview of the theoretical underpinnings of modern probabilistic programming and presents applications in e.g., machine learning, securit
Foundations of Probabilistic Programming
Language: en
Pages:
Authors: Gilles Barthe
Categories: Computers
Type: BOOK - Published: 2020-12-03 - Publisher: Cambridge University Press

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What does a probabilistic program actually compute? How can one formally reason about such probabilistic programs? This valuable guide covers such elementary qu
Foundations of Probabilistic Logic Programming
Language: en
Pages: 422
Authors: Fabrizio Riguzzi
Categories: Computers
Type: BOOK - Published: 2022-09-01 - Publisher: CRC Press

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Probabilistic Logic Programming extends Logic Programming by enabling the representation of uncertain information by means of probability theory. Probabilistic
Practical Foundations for Programming Languages
Language: en
Pages: 513
Authors: Robert Harper
Categories: Computers
Type: BOOK - Published: 2016-04-04 - Publisher: Cambridge University Press

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This book unifies a broad range of programming language concepts under the framework of type systems and structural operational semantics.
Abstraction, Refinement and Proof for Probabilistic Systems
Language: en
Pages: 412
Authors: Annabelle McIver
Categories: Computers
Type: BOOK - Published: 2005 - Publisher: Springer Science & Business Media

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Provides an integrated coverage of random/probabilistic algorithms, assertion-based program reasoning, and refinement programming models, providing a focused su