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Random Graphs and Complex Networks: Volume 2

Buch | Softcover
498 Seiten
2024
Cambridge University Press (Verlag)
978-1-316-62632-0 (ISBN)
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The first book to cover local convergence, this text discusses the local and global structure of random graph models for complex networks. Featuring examples of real-world networks for motivation and numerous exercises to build experience, it will be the definitive resource on the subject for researchers and graduate students.
Complex networks are key to describing the connected nature of the society that we live in. This book, the second of two volumes, describes the local structure of random graph models for real-world networks using local convergence, and determines when these models have a giant component and when they are small-, and ultra-small worlds. This is the first book to cover local convergence, a crucial technique in the analysis of sparse random graphs. Suitable as a resource for researchers and Ph.D.-level courses, it uses examples of real-world networks, such as the Internet and citation networks, as motivation for the models that are discussed and includes exercises at the end of each chapter to develop intuition. The book closes with an extensive discussion of related models and problems that demonstrate modern approaches to network theory, such as community structure and directed models.

Remco van der Hofstad is Full Professor of Probability at Eindhoven University of Technology. He received the 2003 Prix Henri Poincaré (jointly with Gordon Slade) and the 2007 Rollo Davidson Prize, and he is a laureate of the 2003 Innovative Research VIDI Scheme and the 2008 Innovative Research VICI Scheme. He is one of the principal investigators of the prestigious NETWORKS Gravitation Program and is the creator of the interactive website networkpages.nl, aimed at a broad audience.

Preface; Possible course outline; Part I. Preliminaries: 1. Introduction and preliminaries; 2. Local convergence of random graphs; Part II. Connected Components in Random Graphs: 3. Connected components in general inhomogeneous random graphs; 4. Connected components in configuration models; 5. Connected components in preferential attachment models; Part III. Small-world Properties of Random Graphs: 6. Small-world phenomena in inhomogeneous random graphs; 7. Small-world phenomena in configuration models; 8. Small-world phenomena in preferential attachment models; Part IV. Related Models and Problems: 9. Related models; Appendix; Glossary; References; Index.

Erscheint lt. Verlag 29.2.2024
Reihe/Serie Cambridge Series in Statistical and Probabilistic Mathematics
Verlagsort Cambridge
Sprache englisch
Themenwelt Mathematik / Informatik Mathematik
ISBN-10 1-316-62632-6 / 1316626326
ISBN-13 978-1-316-62632-0 / 9781316626320
Zustand Neuware
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