Large Deviations for Random Graphs

£69.99

Large Deviations for Random Graphs

École d'Été de Probabilités de Saint-Flour XLV - 2015

Discrete mathematics Probability and statistics Stochastics

Author: Sourav Chatterjee

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Collection: Lecture Notes in Mathematics

Language: English

Published by: Springer

Published on: 31st August 2017

Format: LCP-protected ePub

Size: 2 Mb

ISBN: 9783319658162


Introduction

This book addresses the emerging body of literature on the study of rare events in random graphs and networks. For example, what does a random graph look like if by chance it has far more triangles than expected? Until recently, probability theory offered no tools to help answer such questions. Important advances have been made in the last few years, employing tools from the newly developed theory of graph limits. This work represents the first book-length treatment of this area, while also exploring the related area of exponential random graphs.

Content and Approach

All required results from analysis, combinatorics, graph theory and classical large deviations theory are developed from scratch, making the text self-contained and doing away with the need to look up external references. Further, the book is written in a format and style that are accessible for beginning graduate students in mathematics and statistics.

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