Echo chambers and information transmission biases in homophilic and heterophilic networks

被引:24
作者
Diaz-Diaz, Fernando [1 ]
San Miguel, Maxi [1 ]
Meloni, Sandro [1 ]
机构
[1] IFISC UIB CSIC, Inst Cross Disciplinary Phys & Complex Syst, Campus Univ Illes Balears, Palma De Mallorca 07122, Spain
关键词
SPREAD;
D O I
10.1038/s41598-022-13343-6
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
We study how information transmission biases arise by the interplay between the structural properties of the network and the dynamics of the information in synthetic scale-free homophilic/heterophilic networks. We provide simple mathematical tools to quantify these biases. Both Simple and Complex Contagion models are insufficient to predict significant biases. In contrast, a Hybrid Contagion model-in which both Simple and Complex Contagion occur-gives rise to three different homophily-dependent biases: emissivity and receptivity biases, and echo chambers. Simulations in an empirical network with high homophily confirm our findings. Our results shed light on the mechanisms that cause inequalities in the visibility of information sources, reduced access to information, and lack of communication among distinct groups.
引用
收藏
页数:12
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