Gilles Barthe Joost Pieter Katoen Alexandra Silva Foundations of Probabilistic Programming Cambridge University Press 2021 | 4.12 MB
English | 584 Pages| ISBN: B08NXRKW9W

Title: FOUNDATIONS OF PROBABILISTIC PROGRAMMING
Author: GILLES BARTHE
Year: 2020

Description:
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.

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