Foundations of probabilistic programming

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Tác giả: Gilles Barthe, Joost-Pieter Katoen, Alexandra Silva

Ngôn ngữ: eng

ISBN-13: 978-1108488518

ISBN: 9781108770750 (ebook)

Ký hiệu phân loại: 001.642 Knowledge

Thông tin xuất bản: Cambridge : Cambridge University Press, 2021

Mô tả vật lý: 1 online resource (xiv, 568 pages) : , digital, PDF file(s).

Bộ sưu tập: Tài liệu truy cập mở

ID: 159040

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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