Statistical Physics, Optimization, Inference, and Message-Passing Algorithms

Statistical Physics, Optimization, Inference, and Message-Passing Algorithms
Author :
Publisher : Oxford University Press
Total Pages : 319
Release :
ISBN-10 : 9780198743736
ISBN-13 : 0198743734
Rating : 4/5 (36 Downloads)

Book Synopsis Statistical Physics, Optimization, Inference, and Message-Passing Algorithms by : Florent Krzakala

Download or read book Statistical Physics, Optimization, Inference, and Message-Passing Algorithms written by Florent Krzakala and published by Oxford University Press. This book was released on 2016 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last decade, there have been an increasing convergence of interest and methods between theoretical physics and fields as diverse as probability, machine learning, optimization and compressed sensing. In particular, many theoretical and applied works in statistical physics and computer science have relied on the use of message passing algorithms and their connection to statistical physics of spin glasses. The aim of this book, especially adapted to PhD students, post-docs, and young researchers, is to present the background necessary for entering this fast developing field.


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