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Path Coupling and Aggregate Path Coupling: SpringerBriefs in Probability and Mathematical Statistics

Autor Yevgeniy Kovchegov, Peter T. Otto
en Limba Engleză Paperback – 17 mai 2018
This book describes and characterizes an extension to the classical path coupling method applied to statistical mechanical models, referred to as aggregate path coupling.  In conjunction with large deviations estimates, the aggregate path coupling method is used to prove rapid mixing of Glauber dynamics for a large class of statistical mechanical models, including models that exhibit discontinuous phase transitions which have traditionally been more difficult to analyze rigorously.  The book shows how the parameter regions for rapid mixing for several classes of statistical mechanical models are derived using the aggregate path coupling method.
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Specificații

ISBN-13: 9783319770185
ISBN-10: 3319770187
Pagini: 98
Ilustrații: XI, 96 p. 12 illus., 4 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.16 kg
Ediția:1st ed. 2018
Editura: Springer International Publishing
Colecția Springer
Seria SpringerBriefs in Probability and Mathematical Statistics

Locul publicării:Cham, Switzerland

Cuprins

Preface.- Coupling, Path Coupling, and Mixing Times.- Statistical Mechanical Models and Glauber Dynamics.- Large Deviations and Equilibrium Macrostate Phase Transitions.- Path Coupling for Curie-Weiss Model.- Aggregate Path Coupling: One Dimensional Theory.- Aggregate Path Coupling: Higher Dimensional Theory.- Aggregate Path Coupling: Beyond Kn.

Caracteristici

Provides a comprehensive background on coupling and path coupling Can be used as a standalone research monograph Considered to be the first comprehensive book on the topic