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The Epidemics of Donations: Logistic Growth and Power-Laws

This paper demonstrates that collective social dynamics resulting from individual donations can be well described by an epidemic model. It captures the herding behavior in donations as a non-local interaction between individual via a time-dependent mean field representing the mass media. Our study i...

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Detalles Bibliográficos
Autores principales: Schweitzer, Frank, Mach, Robert
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2190793/
https://www.ncbi.nlm.nih.gov/pubmed/18213367
http://dx.doi.org/10.1371/journal.pone.0001458
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author Schweitzer, Frank
Mach, Robert
author_facet Schweitzer, Frank
Mach, Robert
author_sort Schweitzer, Frank
collection PubMed
description This paper demonstrates that collective social dynamics resulting from individual donations can be well described by an epidemic model. It captures the herding behavior in donations as a non-local interaction between individual via a time-dependent mean field representing the mass media. Our study is based on the statistical analysis of a unique dataset obtained before and after the tsunami disaster of 2004. We find a power-law behavior for the distributions of donations with similar exponents for different countries. Even more remarkably, we show that these exponents are the same before and after the tsunami, which accounts for some kind of universal behavior in donations independent of the actual event. We further show that the time-dependent change of both the number and the total amount of donations after the tsunami follows a logistic growth equation. As a new element, a time-dependent scaling factor appears in this equation which accounts for the growing lack of public interest after the disaster. The results of the model are underpinned by the data analysis and thus also allow for a quantification of the media influence.
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spelling pubmed-21907932008-01-23 The Epidemics of Donations: Logistic Growth and Power-Laws Schweitzer, Frank Mach, Robert PLoS One Research Article This paper demonstrates that collective social dynamics resulting from individual donations can be well described by an epidemic model. It captures the herding behavior in donations as a non-local interaction between individual via a time-dependent mean field representing the mass media. Our study is based on the statistical analysis of a unique dataset obtained before and after the tsunami disaster of 2004. We find a power-law behavior for the distributions of donations with similar exponents for different countries. Even more remarkably, we show that these exponents are the same before and after the tsunami, which accounts for some kind of universal behavior in donations independent of the actual event. We further show that the time-dependent change of both the number and the total amount of donations after the tsunami follows a logistic growth equation. As a new element, a time-dependent scaling factor appears in this equation which accounts for the growing lack of public interest after the disaster. The results of the model are underpinned by the data analysis and thus also allow for a quantification of the media influence. Public Library of Science 2008-01-23 /pmc/articles/PMC2190793/ /pubmed/18213367 http://dx.doi.org/10.1371/journal.pone.0001458 Text en Schweitzer, Mach. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Schweitzer, Frank
Mach, Robert
The Epidemics of Donations: Logistic Growth and Power-Laws
title The Epidemics of Donations: Logistic Growth and Power-Laws
title_full The Epidemics of Donations: Logistic Growth and Power-Laws
title_fullStr The Epidemics of Donations: Logistic Growth and Power-Laws
title_full_unstemmed The Epidemics of Donations: Logistic Growth and Power-Laws
title_short The Epidemics of Donations: Logistic Growth and Power-Laws
title_sort epidemics of donations: logistic growth and power-laws
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2190793/
https://www.ncbi.nlm.nih.gov/pubmed/18213367
http://dx.doi.org/10.1371/journal.pone.0001458
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