Coarse Geometry and Randomness

Coarse Geometry and Randomness
Title Coarse Geometry and Randomness PDF eBook
Author Itai Benjamini
Publisher Springer
Pages 133
Release 2013-12-02
Genre Mathematics
ISBN 3319025767

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These lecture notes study the interplay between randomness and geometry of graphs. The first part of the notes reviews several basic geometric concepts, before moving on to examine the manifestation of the underlying geometry in the behavior of random processes, mostly percolation and random walk. The study of the geometry of infinite vertex transitive graphs, and of Cayley graphs in particular, is fairly well developed. One goal of these notes is to point to some random metric spaces modeled by graphs that turn out to be somewhat exotic, that is, they admit a combination of properties not encountered in the vertex transitive world. These include percolation clusters on vertex transitive graphs, critical clusters, local and scaling limits of graphs, long range percolation, CCCP graphs obtained by contracting percolation clusters on graphs, and stationary random graphs, including the uniform infinite planar triangulation (UIPT) and the stochastic hyperbolic planar quadrangulation (SHIQ).

The Geometry of Random Fields

The Geometry of Random Fields
Title The Geometry of Random Fields PDF eBook
Author Robert J. Adler
Publisher SIAM
Pages 295
Release 2010-01-28
Genre Mathematics
ISBN 0898716934

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An important treatment of the geometric properties of sets generated by random fields, including a comprehensive treatment of the mathematical basics of random fields in general. It is a standard reference for all researchers with an interest in random fields, whether they be theoreticians or come from applied areas.

Introduction to Random Graphs

Introduction to Random Graphs
Title Introduction to Random Graphs PDF eBook
Author Alan Frieze
Publisher Cambridge University Press
Pages 483
Release 2016
Genre Mathematics
ISBN 1107118506

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The text covers random graphs from the basic to the advanced, including numerous exercises and recommendations for further reading.

Planar Maps, Random Walks and Circle Packing

Planar Maps, Random Walks and Circle Packing
Title Planar Maps, Random Walks and Circle Packing PDF eBook
Author Asaf Nachmias
Publisher Springer Nature
Pages 126
Release 2019-10-04
Genre Mathematics
ISBN 3030279685

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This open access book focuses on the interplay between random walks on planar maps and Koebe’s circle packing theorem. Further topics covered include electric networks, the He–Schramm theorem on infinite circle packings, uniform spanning trees of planar maps, local limits of finite planar maps and the almost sure recurrence of simple random walks on these limits. One of its main goals is to present a self-contained proof that the uniform infinite planar triangulation (UIPT) is almost surely recurrent. Full proofs of all statements are provided. A planar map is a graph that can be drawn in the plane without crossing edges, together with a specification of the cyclic ordering of the edges incident to each vertex. One widely applicable method of drawing planar graphs is given by Koebe’s circle packing theorem (1936). Various geometric properties of these drawings, such as existence of accumulation points and bounds on the radii, encode important probabilistic information, such as the recurrence/transience of simple random walks and connectivity of the uniform spanning forest. This deep connection is especially fruitful to the study of random planar maps. The book is aimed at researchers and graduate students in mathematics and is suitable for a single-semester course; only a basic knowledge of graduate level probability theory is assumed.

Stochastic Geometry, Spatial Statistics and Random Fields

Stochastic Geometry, Spatial Statistics and Random Fields
Title Stochastic Geometry, Spatial Statistics and Random Fields PDF eBook
Author Evgeny Spodarev
Publisher Springer
Pages 470
Release 2013-02-11
Genre Mathematics
ISBN 3642333052

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This volume provides a modern introduction to stochastic geometry, random fields and spatial statistics at a (post)graduate level. It is focused on asymptotic methods in geometric probability including weak and strong limit theorems for random spatial structures (point processes, sets, graphs, fields) with applications to statistics. Written as a contributed volume of lecture notes, it will be useful not only for students but also for lecturers and researchers interested in geometric probability and related subjects.

Probability on Trees and Networks

Probability on Trees and Networks
Title Probability on Trees and Networks PDF eBook
Author Russell Lyons
Publisher Cambridge University Press
Pages 1023
Release 2017-01-20
Genre Mathematics
ISBN 1316785335

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Starting around the late 1950s, several research communities began relating the geometry of graphs to stochastic processes on these graphs. This book, twenty years in the making, ties together research in the field, encompassing work on percolation, isoperimetric inequalities, eigenvalues, transition probabilities, and random walks. Written by two leading researchers, the text emphasizes intuition, while giving complete proofs and more than 850 exercises. Many recent developments, in which the authors have played a leading role, are discussed, including percolation on trees and Cayley graphs, uniform spanning forests, the mass-transport technique, and connections on random walks on graphs to embedding in Hilbert space. This state-of-the-art account of probability on networks will be indispensable for graduate students and researchers alike.

Coarse Geometry of Topological Groups

Coarse Geometry of Topological Groups
Title Coarse Geometry of Topological Groups PDF eBook
Author Christian Rosendal
Publisher Cambridge University Press
Pages 309
Release 2021-12-16
Genre Mathematics
ISBN 110884247X

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Provides a general framework for doing geometric group theory for non-locally-compact topological groups arising in mathematical practice.