Dynamics of opinion formation under majority rules on complex social networks
We study opinion dynamics on complex social networks where each individual holding a binary opinion on a certain subject may change her/his mind to match the opinion of the majority. Two rules of interactions between individuals, termed as classic majority and influence majority rules, respectively,...
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Published in | Scientific reports Vol. 10; no. 1; p. 456 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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16.01.2020
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Abstract | We study opinion dynamics on complex social networks where each individual holding a binary opinion on a certain subject may change her/his mind to match the opinion of the majority. Two rules of interactions between individuals, termed as
classic majority
and
influence majority
rules, respectively, are imposed on the social networks. The former rule allows each individual to adopt an opinion following a simple majority of her/his immediate neighbors, while the latter one lets each individual calculate the influence of each opinion and choose to follow the more influential one. In this calculation, the influences of different opinions are counted as the sum of the influences of their respective opinion holders in neighborhood area, where the influence of each individual is conveniently estimated as the number of social connections s/he has. Our study reveals that in densely-connected social networks, all individuals tend to converge to having a single global consensus. In sparsely-connected networks, however, the systems may exhibit rich properties where coexistence of different opinions, and more interestingly, multiple steady states of coexistence can be observed. Further studies reveal that low-degree and high-degree nodes may play different roles in formulating the final steady state, including multi-steady states, of the systems under different opinion evolution rules. Such observations would help understand the complex dynamics of opinion evolution and coexistence in social systems. |
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AbstractList | Abstract
We study opinion dynamics on complex social networks where each individual holding a binary opinion on a certain subject may change her/his mind to match the opinion of the majority. Two rules of interactions between individuals, termed as
classic majority
and
influence majority
rules, respectively, are imposed on the social networks. The former rule allows each individual to adopt an opinion following a simple majority of her/his immediate neighbors, while the latter one lets each individual calculate the influence of each opinion and choose to follow the more influential one. In this calculation, the influences of different opinions are counted as the sum of the influences of their respective opinion holders in neighborhood area, where the influence of each individual is conveniently estimated as the number of social connections s/he has. Our study reveals that in densely-connected social networks, all individuals tend to converge to having a single global consensus. In sparsely-connected networks, however, the systems may exhibit rich properties where coexistence of different opinions, and more interestingly, multiple steady states of coexistence can be observed. Further studies reveal that low-degree and high-degree nodes may play different roles in formulating the final steady state, including multi-steady states, of the systems under different opinion evolution rules. Such observations would help understand the complex dynamics of opinion evolution and coexistence in social systems. We study opinion dynamics on complex social networks where each individual holding a binary opinion on a certain subject may change her/his mind to match the opinion of the majority. Two rules of interactions between individuals, termed as classic majority and influence majority rules, respectively, are imposed on the social networks. The former rule allows each individual to adopt an opinion following a simple majority of her/his immediate neighbors, while the latter one lets each individual calculate the influence of each opinion and choose to follow the more influential one. In this calculation, the influences of different opinions are counted as the sum of the influences of their respective opinion holders in neighborhood area, where the influence of each individual is conveniently estimated as the number of social connections s/he has. Our study reveals that in densely-connected social networks, all individuals tend to converge to having a single global consensus. In sparsely-connected networks, however, the systems may exhibit rich properties where coexistence of different opinions, and more interestingly, multiple steady states of coexistence can be observed. Further studies reveal that low-degree and high-degree nodes may play different roles in formulating the final steady state, including multi-steady states, of the systems under different opinion evolution rules. Such observations would help understand the complex dynamics of opinion evolution and coexistence in social systems. We study opinion dynamics on complex social networks where each individual holding a binary opinion on a certain subject may change her/his mind to match the opinion of the majority. Two rules of interactions between individuals, termed as classic majority and influence majority rules, respectively, are imposed on the social networks. The former rule allows each individual to adopt an opinion following a simple majority of her/his immediate neighbors, while the latter one lets each individual calculate the influence of each opinion and choose to follow the more influential one. In this calculation, the influences of different opinions are counted as the sum of the influences of their respective opinion holders in neighborhood area, where the influence of each individual is conveniently estimated as the number of social connections s/he has. Our study reveals that in densely-connected social networks, all individuals tend to converge to having a single global consensus. In sparsely-connected networks, however, the systems may exhibit rich properties where coexistence of different opinions, and more interestingly, multiple steady states of coexistence can be observed. Further studies reveal that low-degree and high-degree nodes may play different roles in formulating the final steady state, including multi-steady states, of the systems under different opinion evolution rules. Such observations would help understand the complex dynamics of opinion evolution and coexistence in social systems. |
ArticleNumber | 456 |
Author | Xu, Xin-Jian Xia, Cheng-Yi Xiao, Gaoxi Wu, Qingchu Nguyen, Vu Xuan |
Author_xml | – sequence: 1 givenname: Vu Xuan surname: Nguyen fullname: Nguyen, Vu Xuan organization: School of Electrical and Electronic Engineering, Nanyang Technological University – sequence: 2 givenname: Gaoxi orcidid: 0000-0002-4171-6799 surname: Xiao fullname: Xiao, Gaoxi email: egxxiao@ntu.edu.sg organization: School of Electrical and Electronic Engineering, Nanyang Technological University, Complexity Institute, Nanyang Technological University – sequence: 3 givenname: Xin-Jian orcidid: 0000-0001-6088-976X surname: Xu fullname: Xu, Xin-Jian organization: Department of Mathematics, Shanghai University – sequence: 4 givenname: Qingchu surname: Wu fullname: Wu, Qingchu organization: College of Mathematics and Information Science, Jiangxi Normal University – sequence: 5 givenname: Cheng-Yi surname: Xia fullname: Xia, Cheng-Yi organization: School of Computer Science and Engineering, Tianjin University of Technology |
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Cites_doi | 10.1126/science.286.5439.509 10.1088/1742-5468/2015/10/P10002 10.1103/PhysRevE.71.036101 10.1209/0295-5075/121/26002 10.1103/PhysRevE.67.026126 10.1088/1742-5468/2014/8/P08013 10.1007/s10458-013-9230-4 10.1007/s11856-014-1148-2 10.1063/1.4989668 10.1007/s002200200658 10.1142/S0129183100000936 10.1103/PhysRevE.80.027101 10.1103/PhysRevE.71.027103 10.1103/PhysRevE.68.046106 10.1214/10-AAP729 10.1016/j.physa.2014.07.018 10.1016/j.spa.2016.02.015 10.1103/PhysRevLett.90.238701 10.1239/jap/1014842832 10.1371/journal.pone.0078433 10.5486/PMD.1959.6.3-4.12 10.24963/ijcai.2018/7 10.1007/978-3-319-26784-5_8 |
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(TEAC) contributor: fullname: E Yildiz – volume: 2014 start-page: P08013 year: 2014 ident: 57086_CR6 publication-title: J. Stat. Mech. Theory Exp. doi: 10.1088/1742-5468/2014/8/P08013 contributor: fullname: MA Javarone – volume: 67 start-page: 026126 year: 2003 ident: 57086_CR25 publication-title: Phys. Rev. E doi: 10.1103/PhysRevE.67.026126 contributor: fullname: ME Newman – volume: 71 start-page: 027103 year: 2005 ident: 57086_CR23 publication-title: Phys. Rev. E doi: 10.1103/PhysRevE.71.027103 contributor: fullname: M Catanzaro |
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Snippet | We study opinion dynamics on complex social networks where each individual holding a binary opinion on a certain subject may change her/his mind to match the... Abstract We study opinion dynamics on complex social networks where each individual holding a binary opinion on a certain subject may change her/his mind to... |
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SubjectTerms | 639/705/1042 639/766/530 Attitude Coexistence Humanities and Social Sciences Influence Models, Statistical multidisciplinary Science Science (multidisciplinary) Social interactions Social Networking Social networks Social organization |
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Title | Dynamics of opinion formation under majority rules on complex social networks |
URI | https://link.springer.com/article/10.1038/s41598-019-57086-3 https://www.ncbi.nlm.nih.gov/pubmed/31949173 https://www.proquest.com/docview/2342764125 https://search.proquest.com/docview/2341616950 https://pubmed.ncbi.nlm.nih.gov/PMC6965611 |
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