Complex Spreading Phenomena in Social Systems: Influence and Contagion in Real-World Social Networks (Computational Social Sciences)
暫譯: 社會系統中的複雜擴散現象:現實社會網絡中的影響與傳染(計算社會科學)

  • 出版商: Springer
  • 出版日期: 2018-07-09
  • 售價: $7,920
  • 貴賓價: 9.5$7,524
  • 語言: 英文
  • 頁數: 361
  • 裝訂: Hardcover
  • ISBN: 3319773313
  • ISBN-13: 9783319773315
  • 海外代購書籍(需單獨結帳)

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商品描述

This text is about spreading of information and influence in complex networks. Although previously considered similar and modeled in parallel approaches, there is now experimental evidence that epidemic and social spreading work in subtly different ways. While previously explored through modeling, there is currently an explosion of work on revealing the mechanisms underlying complex contagion based on big data and data-driven approaches.

This volume consists of four parts. Part 1 is an Introduction, providing an accessible summary of the state of the art. Part 2 provides an overview of the central theoretical developments in the field. Part 3 describes the empirical work on observing spreading processes in real-world networks. Finally, Part 4 goes into detail with recent and exciting new developments: dedicated studies designed to measure specific aspects of the spreading processes, often using randomized control trials to isolate the network effect from confounders, such as homophily.

Each contribution is authored by leading experts in the field. This volume, though based on technical selections of the most important results on complex spreading, remains quite accessible to the newly interested. The main benefit to the reader is that the topics are carefully structured to take the novice to the level of expert on the topic of social spreading processes. This book will be of great importance to a wide field: from researchers in physics, computer science, and sociology to professionals in public policy and public health.

商品描述(中文翻譯)

這段文字是關於在複雜網絡中信息和影響的擴散。雖然之前被認為相似並以平行的方法建模,但現在有實驗證據顯示,流行病擴散和社會擴散的運作方式存在微妙的不同。過去主要通過建模進行探索,目前基於大數據和數據驅動方法,對於揭示複雜傳染機制的研究正在迅速增長。

本書分為四個部分。第一部分是引言,提供了當前技術的可讀性摘要。第二部分提供了該領域中心理論發展的概述。第三部分描述了在現實世界網絡中觀察擴散過程的實證研究。最後,第四部分詳細介紹了最近令人興奮的新發展:專門設計的研究旨在測量擴散過程的特定方面,通常使用隨機對照試驗來隔離網絡效應與混淆因素,如同質性。

每篇貢獻均由該領域的領先專家撰寫。本書雖然基於複雜擴散最重要結果的技術選擇,但對於新興的讀者來說仍然相當可讀。對讀者的主要好處在於,這些主題經過精心結構設計,能夠將初學者提升到社會擴散過程的專家水平。本書對於廣泛的領域具有重要意義:從物理學、計算機科學和社會學的研究人員到公共政策和公共衛生的專業人士。