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

被引:540
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
相关论文
共 37 条
  • [1] Statistical mechanics of complex networks
    Albert, R
    Barabási, AL
    [J]. REVIEWS OF MODERN PHYSICS, 2002, 74 (01) : 47 - 97
  • [2] Classes of small-world networks
    Amaral, LAN
    Scala, A
    Barthélémy, M
    Stanley, HE
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (21) : 11149 - 11152
  • [3] Community analysis in social networks
    Arenas, A
    Danon, L
    Díaz-Guilera, A
    Gleiser, PM
    Guimerà, R
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2004, 38 (02) : 373 - 380
  • [4] Competition and multiscaling in evolving networks
    Bianconi, G
    Barabási, AL
    [J]. EUROPHYSICS LETTERS, 2001, 54 (04): : 436 - 442
  • [5] Class of correlated random networks with hidden variables -: art. no. 036112
    Boguñá, M
    Pastor-Satorras, R
    [J]. PHYSICAL REVIEW E, 2003, 68 (03) : 13
  • [6] BOGUNA M, UNPUB, P41908
  • [7] Bollobas B., 1998, Modern graph theory
  • [8] A faster algorithm for betweenness centrality
    Brandes, U
    [J]. JOURNAL OF MATHEMATICAL SOCIOLOGY, 2001, 25 (02) : 163 - 177
  • [9] Widespread occurrence of the inverse square distribution in social sciences and taxonomy
    Caldarelli, G
    Cartozo, CC
    De Los Rios, P
    Servedio, VDP
    [J]. PHYSICAL REVIEW E, 2004, 69 (03): : 035101 - 1
  • [10] Scale-free networks from varying vertex intrinsic fitness -: art. no. 258702
    Caldarelli, G
    Capocci, A
    De Los Rios, P
    Muñoz, MA
    [J]. PHYSICAL REVIEW LETTERS, 2002, 89 (25)