Cumulative effects of triadic closure and homophily in social networks

被引:70
作者
Asikainen, Aili [1 ]
Iniguez, Gerardo [1 ,2 ,3 ,4 ]
Urena-Carrion, Javier [1 ]
Kaski, Kimmo [1 ,5 ]
Kivela, Mikko [1 ]
机构
[1] Aalto Univ, Sch Sci, Dept Comp Sci, FI-00076 Aalto, Finland
[2] Cent European Univ, Dept Network & Data Sci, H-1051 Budapest, Hungary
[3] Univ Nacl Autonoma Mexico, Inst Invest Matemat Aplicadas & Sistemas, Cdmx 01000, Mexico
[4] Next Games, FI-00100 Helsinki, Finland
[5] British Lib, Alan Turing Inst, London NW1 2DB, England
基金
芬兰科学院;
关键词
MODEL; ORGANIZATIONS; FRIENDSHIP;
D O I
10.1126/sciadv.aax7310
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Social network structure has often been attributed to two network evolution mechanisms-triadic closure and choice homophily-which are commonly considered independently or with static models. However, empirical studies suggest that their dynamic interplay generates the observed homophily of real-world social networks. By combining these mechanisms in a dynamic model, we confirm the longheld hypothesis that choice homophily and triadic closure cause induced homophily. We estimate how much observed homophily in friendship and communication networks is amplified due to triadic closure. We find that cumulative effects of homophily amplification can also lead to the widely documented core-periphery structure of networks, and to memory of homophilic constraints (equivalent to hysteresis in physics). The model shows that even small individual bias may prompt network-level changes such as segregation or core group dominance. Our results highlight that individuallevel mechanisms should not be analyzed separately without considering the dynamics of society as a whole.
引用
收藏
页数:9
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