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, postdocs, and young researchers, is to present the background necessary for entering this fast developing field.
About Florent Krzakala
Florent Krzakala is a Professor in physics at Universite Pierre et Marie in Paris, France, and is doing his research in Ecole Normale Superieure on statistical physics and disordered systems. Currently, he is leading a research team working on the development of interdisciplinary methods between statistical physics and computer science. Federico RicciTersenghi is Associate Professor at the University of Rome La Sapienza, Italy. He his the coauthor of "Scientific Programming: CLanguage, Algorithms and Models in Science". He has an interest in the statistical physics of disordered systems, such as spin glasses, glasses, networks, optimization problems, inference and learning. Eric W. Tramel is a postdoctoral research fellow at Ecole Normale Superieure in Paris, France, researching the interface between statistical physics and signal processing from the perspective of electrical computer engineering. Riccardo Zecchina is a professor at the Politecnico di Torino, Italy. His research interest lies at the interface between statistical physics, computer science, information theory and computational biology. Curently, he us engaged in applying the statistical physics techniques to inverse problems that arise in computational biology and neuroscience. Lenka Zdeborova is a researcher in the Institute for Theoretical Physics (IPhT) of the Centre National de la Recherche Scientifique in Saclay, France. Her main research interest are applications of methods from statistical mechanics and theoretical physics to problems in computer science, information theory, signal processing and machine learning. She was recently awarded the CNRS bronze medal for her work on statistical physics and computer science. Leticia F. Cugliandolo is Professor at the Laboratoire de Physique Theorique et Hautes Energies Universite Pierre et Marie Curie, Paris, France. She is the director of the Les Houches School of Physics.Details Book
Author  :  Florent Krzakala 
Publisher  :  Oxford University Press 
Data Published  :  17 December 2015 
ISBN  :  0198743734 
EAN  :  9780198743736 
Format Book  :  PDF, Epub, DOCx, TXT 
Number of Pages  :  320 pages 
Age +  :  15 years 
Language  :  English 
Rating  : 
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