The Shortest Path to Network Geometry: A Practical Guide to Basic Models and Applications
暫譯: 網路幾何的最短路徑:基本模型與應用的實用指南

Serrano, M. Ángeles, Boguñá, Marián

  • 出版商: Cambridge
  • 出版日期: 2022-01-06
  • 售價: $1,130
  • 貴賓價: 9.5$1,074
  • 語言: 英文
  • 頁數: 75
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1108791085
  • ISBN-13: 9781108791083
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

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.

商品描述(中文翻譯)

真實網絡由數百到數百萬個互動元素組成,並滲透到所有背景中,從技術到生物學再到社會。所有這些網絡都顯示出非平凡的連接模式,包括小世界現象,使得節點之間只需少量的中介連結即可相互分離。因此,網絡表現出明顯缺乏度量結構,並且難以進行映射。然而,許多網絡具有隱藏的幾何結構,使得在二維雙曲平面中能夠進行有意義的映射。發現這種隱藏幾何結構及其作用的理解已成為網絡科學中的基本問題,並催生了網絡幾何學這一領域。本元素回顧了真實網絡幾何描述的基本模型和方法,重點關注真實網絡映射的應用,包括去中心化路由協議、幾何社群檢測,以及通過幾何重正化進行的網絡自相似多尺度展開。