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Social reinforcement with weighted interactions
Konc, Théo (Universitat Autònoma de Barcelona. Institut de Ciència i Tecnologia Ambientals)
Savin, Ivan (Universitat Autònoma de Barcelona. Institut de Ciència i Tecnologia Ambientals)

Date: 2019
Abstract: The speed and extent of diffusion of behaviors in social networks depends on network structure and individual preferences. The contribution of the present study is twofold. First, we introduce weighted interactions between potential adopters that depend on the similarity in their preferences and moderate the strength of social reinforcement. The reason for the extension is the existence of a confirmation bias in the way agents treat information by prioritizing evidence conforming to their opinion. As a result, individuals become less likely to be influenced by peers with relatively different preferences, reducing the overall diffusion rate under clustered networks. Second, we enrich our analysis by also considering a scale free network topology with a high degree asymmetry, motivated by its pervasiveness in online social networks. This network performs consistently well in terms of diffusion for different parameter combinations and clearly outperforms clustered networks under weighted interactions. Our results show that more realistic assumptions regarding agents' interactions shift the focus from clustering to degree distribution in the study of network structures allowing for fast and widespread behavior adoption.
Grants: European Commission 741087
Note: Unidad de excelencia María de Maeztu MdM-2015-0552
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Language: Anglès
Document: Article ; recerca ; Versió acceptada per publicar
Subject: Clustering ; Degree distributions
Published in: Physical Review E, Vol. 100, Issue 2 (August 2019) , art. 022305, ISSN 2470-0053

DOI: 10.1103/PhysRevE.100.022305
PMID: 31574748


Postprint
16 p, 3.1 MB

The record appears in these collections:
Research literature > UAB research groups literature > Research Centres and Groups (research output) > Experimental sciences > Institut de Ciència i Tecnologia Ambientals (ICTA) > Environmental and Climate Economics (ECE)
Articles > Research articles
Articles > Published articles

 Record created 2019-10-07, last modified 2024-11-17



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