Large Deviations for Random Graphs - Sourav Chatterjee

Large Deviations for Random Graphs

École d'Été de Probabilités de Saint-Flour XLV - 2015
Buch | Softcover
XI, 170 Seiten
2017 | 1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-65815-5 (ISBN)
85,59 inkl. MwSt

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. 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.



1. Introduction.- 2. Preparation.- 3. Basics of graph limit theory.- 4. Large deviation preliminaries.- 5. Large deviations for dense random graphs.- 6. Applications of dense graph large deviations.- 7. Exponential random graph models.- 8. Large deviations for sparse graphs.- Index.

"This nice book is recommended to all probabilists who wish to study the beautiful theory of large deviations for random graphs." (Zakhar Kabluchko, Mathematical Reviews, April, 2018)

“This nice book is recommended to all probabilists who wish to study the beautiful theory of large deviations for random graphs.” (Zakhar Kabluchko, Mathematical Reviews, April, 2018)

Erscheinungsdatum
Reihe/Serie École d'Été de Probabilités de Saint-Flour
Lecture Notes in Mathematics
Zusatzinfo XI, 170 p.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 288 g
Themenwelt Mathematik / Informatik Mathematik Graphentheorie
Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Schlagworte combinatorics • combinatorics & graph theory • Combinatorics & graph theory • Erdos-Renyi graph • Exponential random graph • Graph limit theory • Graphon • large deviations • Mathematics • mathematics and statistics • probability & statistics • Probability & statistics • Probability theory and stochastic processes • random graph • stochastics
ISBN-10 3-319-65815-8 / 3319658158
ISBN-13 978-3-319-65815-5 / 9783319658155
Zustand Neuware
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