Statistical Physics, Optimization, Inference, and Message-Passing Algorithms
Lecture Notes of the Les Houches School of Physics: Special Issue, October 2013
Federico Ricci-tersenghi editor Riccardo Zecchina editor Leticia F Cugliandolo editor Florent Krzakala editor Lenka Zdeborova editor Eric W Tramel editor
Format:Hardback
Publisher:Oxford University Press
Published:17th Dec '15
Currently unavailable, and unfortunately no date known when it will be back
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.
ISBN: 9780198743736
Dimensions: 247mm x 182mm x 22mm
Weight: 790g
320 pages