Information Spreading on Weighted Multiplex Social Network

被引:19
|
作者
Zhu, Xuzhen [1 ]
Ma, Jinming [1 ]
Su, Xin [2 ]
Tian, Hui [1 ]
Wang, Wei [3 ]
Cai, Shimin [4 ]
机构
[1] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
[2] Beijing Univ Posts & Telecommun, Sch Econ & Management, Beijing 100876, Peoples R China
[3] Sichuan Univ, Cybersecur Res Inst, Chengdu 610065, Sichuan, Peoples R China
[4] Univ Elect Sci & Technol China, Sch Comp Sci & Engn, Web Sci Ctr, Chengdu 611731, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
COMPLEX NETWORKS; DYNAMICS; FACEBOOK; DIFFUSION; EVOLUTION; TWITTER; MODEL;
D O I
10.1155/2019/5920187
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Information spreading on multiplex networks has been investigated widely. For multiplex networks, the relations of each layer possess different extents of intimacy, which can be described as weighted multiplex networks. Nevertheless, the effect of weighted multiplex network structures on information spreading has not been analyzed comprehensively. We herein propose an information spreading model on a weighted multiplex network. Then, we develop an edge-weight-based compartmental theory to describe the spreading dynamics. We discover that under any adoption threshold of two subnetworks, reducing weight distribution heterogeneity does not alter the growth pattern of the final adoption size versus information transmission probability while accelerating information spreading. For fixed weight distribution, the growth pattern changes with the heterogeneous of degree distribution. There is a critical initial seed size, below which no global information outbreak can occur. Extensive numerical simulations affirm that the theoretical predictions agree well with the numerical results.
引用
收藏
页数:15
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