Статья

Homophily Based on Few Attributes Can Impede Structural Balance

P. Górski, K. Bochenina, J. Hołyst, R. D'Souza,
2021

Homophily between agents and structural balance in connected triads of agents are complementary mechanisms thought to shape social groups leading to, for instance, consensus or polarization. To capture both processes in a unified manner, we propose a model of pair and triadic interactions. We consider N fully connected agents, where each agent has G underlying attributes, and the similarity between agents in attribute space (i.e., homophily) is used to determine the link weight between them. For structural balance we use a triad-updating rule where only one attribute of one agent is changed intentionally in each update, but this also leads to accidental changes in link weights and even link polarities. The link weight dynamics in the limit of large G is described by a Fokker-Planck equation from which the conditions for a phase transition to a fully balanced state with all links positive can be obtained. This "paradise state"of global cooperation is, however, difficult to achieve requiring G>O(N2) and p>0.5, where the parameter p captures a willingness for consensus. Allowing edge weights to be a consequence of attributes naturally captures homophily and reveals that many real-world social systems would have a subcritical number of attributes necessary to achieve structural balance. © 2020 American Physical Society.

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Версии

  • 1. Version of Record от 2021-04-27

Метаданные

Об авторах
  • P. Górski
    Faculty of Physics, Warsaw University of Technology, Koszykowa 75, Warsaw, PL 00-662, Poland
  • K. Bochenina
    ITMO University, Kronverkskiy avenue 49, Saint Petersburg, RU 197101, Russian Federation
  • J. Hołyst
    University of California, Davis, CA 95616, United States
  • R. D'Souza
    Santa Fe Institute, Santa Fe, NM 87501, United States
Название журнала
  • Physical Review Letters
Том
  • 125
Выпуск
  • 7
Страницы
  • -
Ключевые слова
  • Atomic physics; Physics; Complementary mechanisms; Edge weights; Global cooperation; Link weights; Real-world; Social groups; Social systems; Structural balance; Fokker Planck equation; cooperation; human; social behavior; social network; theoretical model; Cooperative Behavior; Humans; Models, Theoretical; Social Behavior; Social Networking
Издатель
  • American Physical Society
Тип документа
  • journal article
Тип лицензии Creative Commons
  • CC
Правовой статус документа
  • Свободная лицензия
Источник
  • scopus