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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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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2008
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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. |
format | Text |
id | pubmed-2190793 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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