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Hipsters on networks: How a minority group of individuals can lead to an antiestablishment majority
The spread of opinions, memes, diseases, and “alternative facts” in a population depends both on the details of the spreading process and on the structure of the social and communication networks on which they spread. One feature that can change spreading dynamics substantially is heterogeneous beha...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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American Physical Society
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7217548/ https://www.ncbi.nlm.nih.gov/pubmed/30934370 http://dx.doi.org/10.1103/PhysRevE.99.022313 |
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author | Juul, Jonas S. Porter, Mason A. |
author_facet | Juul, Jonas S. Porter, Mason A. |
author_sort | Juul, Jonas S. |
collection | PubMed |
description | The spread of opinions, memes, diseases, and “alternative facts” in a population depends both on the details of the spreading process and on the structure of the social and communication networks on which they spread. One feature that can change spreading dynamics substantially is heterogeneous behavior among different types of individuals in a social network. In this paper, we explore how antiestablishment nodes (e.g., hipsters) influence the spreading dynamics of two competing products. We consider a model in which spreading follows a deterministic rule for updating node states (which indicate which product has been adopted) in which an adjustable probability [Formula: see text] of the nodes in a network are hipsters, who choose to adopt the product that they believe is the less popular of the two. The remaining nodes are conformists, who choose which product to adopt by considering which products their immediate neighbors have adopted. We simulate our model on both synthetic and real networks, and we show that the hipsters have a major effect on the final fraction of people who adopt each product: even when only one of the two products exists at the beginning of the simulations, a small fraction of hipsters in a network can still cause the other product to eventually become the more popular one. To account for this behavior, we construct an approximation for the steady-state adoption fractions of the products on [Formula: see text]-regular trees in the limit of few hipsters. Additionally, our simulations demonstrate that a time delay [Formula: see text] in the knowledge of the product distribution in a population, as compared to immediate knowledge of product adoption among nearest neighbors, can have a large effect on the final distribution of product adoptions. Using a local-tree approximation, we derive an analytical estimate of the spreading of products and obtain good agreement if a sufficiently small fraction of the population consists of hipsters. In all networks, we find that either of the two products can become the more popular one at steady state, depending on the fraction of hipsters in the network and on the amount of delay in the knowledge of the product distribution. Our simple model and analysis may help shed light on the road to success for antiestablishment choices in elections, as such success—and qualitative differences in final outcomes between competing products, political candidates, and so on—can arise rather generically in our model from a small number of antiestablishment individuals and ordinary processes of social influence on normal individuals. |
format | Online Article Text |
id | pubmed-7217548 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | American Physical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-72175482020-05-13 Hipsters on networks: How a minority group of individuals can lead to an antiestablishment majority Juul, Jonas S. Porter, Mason A. Phys Rev E Articles The spread of opinions, memes, diseases, and “alternative facts” in a population depends both on the details of the spreading process and on the structure of the social and communication networks on which they spread. One feature that can change spreading dynamics substantially is heterogeneous behavior among different types of individuals in a social network. In this paper, we explore how antiestablishment nodes (e.g., hipsters) influence the spreading dynamics of two competing products. We consider a model in which spreading follows a deterministic rule for updating node states (which indicate which product has been adopted) in which an adjustable probability [Formula: see text] of the nodes in a network are hipsters, who choose to adopt the product that they believe is the less popular of the two. The remaining nodes are conformists, who choose which product to adopt by considering which products their immediate neighbors have adopted. We simulate our model on both synthetic and real networks, and we show that the hipsters have a major effect on the final fraction of people who adopt each product: even when only one of the two products exists at the beginning of the simulations, a small fraction of hipsters in a network can still cause the other product to eventually become the more popular one. To account for this behavior, we construct an approximation for the steady-state adoption fractions of the products on [Formula: see text]-regular trees in the limit of few hipsters. Additionally, our simulations demonstrate that a time delay [Formula: see text] in the knowledge of the product distribution in a population, as compared to immediate knowledge of product adoption among nearest neighbors, can have a large effect on the final distribution of product adoptions. Using a local-tree approximation, we derive an analytical estimate of the spreading of products and obtain good agreement if a sufficiently small fraction of the population consists of hipsters. In all networks, we find that either of the two products can become the more popular one at steady state, depending on the fraction of hipsters in the network and on the amount of delay in the knowledge of the product distribution. Our simple model and analysis may help shed light on the road to success for antiestablishment choices in elections, as such success—and qualitative differences in final outcomes between competing products, political candidates, and so on—can arise rather generically in our model from a small number of antiestablishment individuals and ordinary processes of social influence on normal individuals. American Physical Society 2019-02-26 2019-02 /pmc/articles/PMC7217548/ /pubmed/30934370 http://dx.doi.org/10.1103/PhysRevE.99.022313 Text en ©2019 American Physical Society This article is made available via the PMC Open Access Subset for unrestricted re-use and analyses in any form or by any means with acknowledgement of the original source. |
spellingShingle | Articles Juul, Jonas S. Porter, Mason A. Hipsters on networks: How a minority group of individuals can lead to an antiestablishment majority |
title | Hipsters on networks: How a minority group of individuals can lead to an antiestablishment majority |
title_full | Hipsters on networks: How a minority group of individuals can lead to an antiestablishment majority |
title_fullStr | Hipsters on networks: How a minority group of individuals can lead to an antiestablishment majority |
title_full_unstemmed | Hipsters on networks: How a minority group of individuals can lead to an antiestablishment majority |
title_short | Hipsters on networks: How a minority group of individuals can lead to an antiestablishment majority |
title_sort | hipsters on networks: how a minority group of individuals can lead to an antiestablishment majority |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7217548/ https://www.ncbi.nlm.nih.gov/pubmed/30934370 http://dx.doi.org/10.1103/PhysRevE.99.022313 |
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