Polarization of opinions in the group: a modeling algorithm considering the dynamics of social bonds
The dynamics of opinion in a group are of interest for a number of practical purposes. In particular, consensus helps and polarization of opinions hinders cohesive teamwork. Existing approaches for modeling opinion dynamics mostly do not take into account the dynamism of social relations in a group....
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| Published in | Procedia computer science Vol. 213; pp. 596 - 601 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier B.V
2022
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1877-0509 1877-0509 |
| DOI | 10.1016/j.procs.2022.11.108 |
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| Abstract | The dynamics of opinion in a group are of interest for a number of practical purposes. In particular, consensus helps and polarization of opinions hinders cohesive teamwork. Existing approaches for modeling opinion dynamics mostly do not take into account the dynamism of social relations in a group. This paper proposes an algorithm and a program based on it, which allows modeling opinion dynamics considering that the strength of the connection, i.e. the probability of the next contact between two given group members depends on the result of their current communication. As an example, the paper presents the dynamics of opinions and the corresponding dynamics of the strength of bonds for a group of 100 people. With an initial uniform distribution of opinion values, over 50 cycles of interaction the group arrives at an equilibrium state with three subgroups that have opinion values as far apart as possible. The graphs of link dynamics show the formation of stable subgroups as early as after 5 cycles of interaction. The applicability of this model approach to a number of areas of applied and fundamental research is discussed. |
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| AbstractList | The dynamics of opinion in a group are of interest for a number of practical purposes. In particular, consensus helps and polarization of opinions hinders cohesive teamwork. Existing approaches for modeling opinion dynamics mostly do not take into account the dynamism of social relations in a group. This paper proposes an algorithm and a program based on it, which allows modeling opinion dynamics considering that the strength of the connection, i.e. the probability of the next contact between two given group members depends on the result of their current communication. As an example, the paper presents the dynamics of opinions and the corresponding dynamics of the strength of bonds for a group of 100 people. With an initial uniform distribution of opinion values, over 50 cycles of interaction the group arrives at an equilibrium state with three subgroups that have opinion values as far apart as possible. The graphs of link dynamics show the formation of stable subgroups as early as after 5 cycles of interaction. The applicability of this model approach to a number of areas of applied and fundamental research is discussed. |
| Author | Elizarova, Anastasiya Chebotarev, Vladimir Andreyuk, Denis Ushakov, Vadim |
| Author_xml | – sequence: 1 givenname: Vladimir surname: Chebotarev fullname: Chebotarev, Vladimir organization: Faculty of Economics, Lomonosov Moscow State University, GSP-1, 1-46 Leninskiye Gory, Moscow, 119234, Russia – sequence: 2 givenname: Denis surname: Andreyuk fullname: Andreyuk, Denis email: denis.s.andreyuk@ya.ru organization: Faculty of Economics, Lomonosov Moscow State University, GSP-1, 1-46 Leninskiye Gory, Moscow, 119234, Russia – sequence: 3 givenname: Anastasiya surname: Elizarova fullname: Elizarova, Anastasiya organization: Peter the Great St.Petersburg Polytechnic University (SPbPU), Polytechnicheskaya, 29, St.Petersburg, 195251, Russia – sequence: 4 givenname: Vadim surname: Ushakov fullname: Ushakov, Vadim organization: Mental Health Clinic No. 1 named after N.A. Alexeev of Moscow Health Department, Zagorodnoe shosse, 2, Moscow, 117152, Russia |
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| Cites_doi | 10.1504/IJNT.2019.102387 10.1504/IJNT.2021.118165 10.1007/s42001-017-0004-7 10.3389/fphy.2015.00064 10.1007/s42001-017-0013-6 10.17512/pjms.2021.24.1.06 10.1073/pnas.1524881113 10.1086/225469 |
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| Keywords | consensus group dynamics of social bonds modeling group dynamics of opinions polarization Gephi Python |
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| References | Hines, Bruce (bib0003) 2007 Gerasimenko, Andreyuk, Kurkova (bib0010) 2021; 24 Qui, Chan, Chan (bib0002) 2018; 1 Granovetter (bib0006) 1973; 78 Mann (bib0001) 2016; 113 Andreyuk (bib0007) 2019; 16 Giardini, Vilone, Conte (bib0004) 2015; 3 Mueller, Tan (bib0005) 2018; 1 Andreyuk, Shuranova (bib0008) 2021; 18 Andreyuk, Livitina, Sushko (bib0009) 2022; 83 Giardini (10.1016/j.procs.2022.11.108_bib0004) 2015; 3 Mueller (10.1016/j.procs.2022.11.108_bib0005) 2018; 1 Hines (10.1016/j.procs.2022.11.108_bib0003) 2007 Mann (10.1016/j.procs.2022.11.108_bib0001) 2016; 113 Andreyuk (10.1016/j.procs.2022.11.108_bib0007) 2019; 16 Granovetter (10.1016/j.procs.2022.11.108_bib0006) 1973; 78 Andreyuk (10.1016/j.procs.2022.11.108_bib0009) 2022; 83 Andreyuk (10.1016/j.procs.2022.11.108_bib0008) 2021; 18 Qui (10.1016/j.procs.2022.11.108_bib0002) 2018; 1 Gerasimenko (10.1016/j.procs.2022.11.108_bib0010) 2021; 24 |
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| Title | Polarization of opinions in the group: a modeling algorithm considering the dynamics of social bonds |
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