Models of social networks based on social distance attachment -: art. no. 056122

被引:546
作者
Boguñá, M
Pastor-Satorras, R
Díaz-Guilera, A
Arenas, A
机构
[1] Univ Barcelona, Dept Fis Fonamental, E-08028 Barcelona, Spain
[2] Univ Politecn Cataluna, Dept Fis & Engn Nucl, ES-08034 Barcelona, Spain
[3] Univ Rovira & Virgili, Dept Engn Informat & Matemat, Tarragona 43007, Spain
关键词
Algorithms - Cryptography - Graph theory - Mathematical models - Societies and institutions - Statistical methods - Thermodynamics - World Wide Web;
D O I
10.1103/PhysRevE.70.056122
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We propose a class of models of social network formation based on a mathematical abstraction of the concept of social distance. Social distance attachment is represented by the tendency of peers to establish acquaintances via a decreasing function of the relative distance in a representative social space. We derive analytical results (corroborated by extensive numerical simulations), showing that the model reproduces the main statistical characteristics of real social networks: large clustering coefficient, positive degree correlations, and the emergence of a hierarchy of communities. The model is confronted with the social network formed by people that shares confidential information using the Pretty Good Privacy (PGP) encryption algorithm, the so-called web of trust of PGP.
引用
收藏
页码:8 / 1
页数:8
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