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Complex spreading phenomena in social systems: influence and contagion in real-world social networks

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, t...

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Detalles Bibliográficos
Autores principales: Lehmann, Sune, Ahn, Yong-Yeol
Lenguaje:eng
Publicado: Springer 2018
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-77332-2
http://cds.cern.ch/record/2628679
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author Lehmann, Sune
Ahn, Yong-Yeol
author_facet Lehmann, Sune
Ahn, Yong-Yeol
author_sort Lehmann, Sune
collection CERN
description 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.
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spelling cern-26286792021-04-21T18:46:29Zdoi:10.1007/978-3-319-77332-2http://cds.cern.ch/record/2628679engLehmann, SuneAhn, Yong-YeolComplex spreading phenomena in social systems: influence and contagion in real-world social networksOther Fields of PhysicsThis 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.Springeroai:cds.cern.ch:26286792018
spellingShingle Other Fields of Physics
Lehmann, Sune
Ahn, Yong-Yeol
Complex spreading phenomena in social systems: influence and contagion in real-world social networks
title Complex spreading phenomena in social systems: influence and contagion in real-world social networks
title_full Complex spreading phenomena in social systems: influence and contagion in real-world social networks
title_fullStr Complex spreading phenomena in social systems: influence and contagion in real-world social networks
title_full_unstemmed Complex spreading phenomena in social systems: influence and contagion in real-world social networks
title_short Complex spreading phenomena in social systems: influence and contagion in real-world social networks
title_sort complex spreading phenomena in social systems: influence and contagion in real-world social networks
topic Other Fields of Physics
url https://dx.doi.org/10.1007/978-3-319-77332-2
http://cds.cern.ch/record/2628679
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