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The Shortest Path to Network Geometry: A Practical Guide to...

The Shortest Path to Network Geometry: A Practical Guide to Basic Models and Applications

M. Ángeles Serrano, Marián Boguñá
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Real networks comprise from hundreds to millions of interacting elements and permeate all contexts, from technology to biology to society. All of them display non-trivial connectivity patterns, including the small-world phenomenon, making nodes to be separated by a small number of intermediate links. As a consequence, networks present an apparent lack of metric structure and are difficult to map. Yet, many networks have a hidden geometry that enables meaningful maps in the two-dimensional hyperbolic plane. The discovery of such hidden geometry and the understanding of its role have become fundamental questions in network science giving rise to the field of network geometry. This Element reviews fundamental models and methods for the geometric description of real networks with a focus on applications of real network maps, including decentralized routing protocols, geometric community detection, and the self-similar multiscale unfolding of networks by geometric renormalization.
年:
2022
出版社:
Cambridge University Press; New edition (Jan. 6 2022)
语言:
english
ISBN 10:
1108791085
ISBN 13:
9781108791083
系列:
Elements in Structure and Dynamics of Complex Networks (5 books)
文件:
PDF, 4.91 MB
IPFS:
CID , CID Blake2b
english, 2022
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