Foundations of Probabilistic Programming

Gilles Barthe

Informasi Umum

Kode

21.21.1308

Klasifikasi

005.1 - Computer programming

Jenis

Buku - Elektronik (E-Book)

Subjek

Computer Programming

No. Rak

Tel-U Purwokerto : Rak 1
Tel-U Bandung - Gedung Manterawu Lantai 5 : Rak 2

Dilihat

111 kali

Informasi Lainnya

Abstraksi

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