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Author:   Florent Krzakala (Professor, Professor, Université Pierre et Marie Curie, France) ,  Federico Ricci-Tersenghi (Professor, Professor, Sapienza University of Rome, Italy) ,  Lenka Zdeborova (, Institut de Physique Théorique, France) ,  Riccardo Zecchina (Professor, Professor, Polytechnic University of Turin, Italy)
Publisher:   Oxford University Press
Imprint:   Oxford University Press
Dimensions:   Width: 18.20cm , Height: 2.20cm , Length: 24.70cm
Weight:   0.790kg
ISBN:  

9780198743736

ISBN 10:   0198743734
Pages:   320
Publication Date:   17 December 2015
Audience:   College/higher education ,  Professional and scholarly ,  Tertiary & Higher Education ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   To order  
Stock availability from the supplier is unknown. We will order it for you and ship this item to you once it is received by us.

Table of Contents

1: Statistical inference with probablistic graphical moddels 2: Christopher Moore: Computational Complexity, Phase Transitions, and Message-Passing for Community Detection 3: Giorgio Parisi: Replica Theory and Spin Glasses 4: Marc Mezard: Cavity method: message passing from a physics perspective 5: Andrea Montanari: Statistical Estimation: From Dnoising to Sparse Regression and Hidden Cliques 6: Rudiger Urbanke: Error correcting codes and spatial coupling 7: Amin Coja-Oghlan: Contraint satisfaction - Random regular k-SAT 8: David Gamarnik: Local Algorithms for Graphs 9: Manfred Opper: Expectation Propagation 10: Riccardo Zecchina: A cavity approach to optimisation and inverse dynamical problems

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Author Information

"Florent Krzakala is a Professor in physics at Université Pierre et Marie in Paris, France, and is doing his research in Ecole Normale Supérieure 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 Ricci-Tersenghi is Associate Professor at the University of Rome La Sapienza, Italy. He his the co-author of ""Scientific Programming: C-Language, 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 Supérieure 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 Zdeborová 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."

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