Mass media influence spreading in social networks with community structure

被引:29
作者
Candia, Julian [1 ,2 ]
Mazzitello, Karina I. [3 ,4 ]
机构
[1] Northeastern Univ, Ctr Complex Network Res, Boston, MA 02115 USA
[2] Northeastern Univ, Dept Phys, Boston, MA 02115 USA
[3] Univ Nacl Mar del Plata, Fac Ingn, CONICET, Mar Del Plata, Argentina
[4] Univ Nacl Mar del Plata, Fac Ingn, Dept Fis, Mar Del Plata, Argentina
来源
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT | 2008年
基金
美国国家科学基金会;
关键词
phase diagrams (theory); random graphs; networks; socio-economic networks;
D O I
10.1088/1742-5468/2008/07/P07007
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
We study an extension of Axelrod's model for social influence, in which cultural drift is represented as random perturbations, while mass media are introduced by means of an external field. In this scenario, we investigate how the modular structure of social networks affects the propagation of mass media messages across a society. The community structure of social networks is represented by coupled random networks, in which two random graphs are connected by intercommunity links. Considering inhomogeneous mass media fields, we study the conditions for successful message spreading and find a novel phase diagram in the multidimensional parameter space. These findings show that social modularity effects are of paramount importance for designing successful, cost-effective advertising campaigns.
引用
收藏
页数:16
相关论文
共 41 条
[1]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[2]   Ferromagnetic phase transition in Barabasi-Albert networks [J].
Aleksiejuk, A ;
Holyst, JA ;
Stauffer, D .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2002, 310 (1-2) :260-266
[3]   Natural clustering: the modularity approach [J].
Angelini, L. ;
Marinazzo, D. ;
Pellicoro, M. ;
Stramaglia, S. .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2007,
[4]  
[Anonymous], NONTRADITIONAL APPL
[5]   The dissemination of culture - A model with local convergence and global polarization [J].
Axelrod, R .
JOURNAL OF CONFLICT RESOLUTION, 1997, 41 (02) :203-226
[6]  
Axelrod R., 1997, COMPLEXITY COOPERATI
[7]   Dynamics of social diversity [J].
Ben-Naim, E ;
Redner, S .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2005, :9-16
[8]   Election results and the Sznajd model on Barabasi network [J].
Bernardes, AT ;
Stauffer, D ;
Kertész, J .
EUROPEAN PHYSICAL JOURNAL B, 2002, 25 (01) :123-127
[9]   Damage spreading, coarsening dynamics and distribution of political votes in Sznajd model on square lattice [J].
Bernardes, AT ;
Costa, UMS ;
Araujo, AD ;
Stauffer, D .
INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2001, 12 (02) :159-167
[10]   Dynamic behavior of a social model for opinion formation [J].
Bordogna, Clelia M. ;
Albano, Ezequiel V. .
PHYSICAL REVIEW E, 2007, 76 (06)