Evolution of a large online social network

被引:73
作者
Hu, Haibo [1 ]
Wang, Xiaofan [1 ]
机构
[1] Shanghai Jiao Tong Univ, Complex Networks & Control Lab, Shanghai 200240, Peoples R China
关键词
Social networking site; Online social network; Complex network; Structural evolution; Assortativity-disassortativity transition; TOPOLOGY; DYNAMICS; GROWTH; TIME;
D O I
10.1016/j.physleta.2009.02.004
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Although recently there are extensive research on the collaborative networks and online communities, there is very limited knowledge about the actual evolution of the online social networks (OSN). In the Letter, we study the structural evolution of a large online virtual community. We find that the scale growth of the OSN shows non-trivial S shape which may provide a proper exemplification for Bass diffusion model. We reveal that the evolutions of many network properties, such as density, clustering, heterogeneity and modularity, show non-monotone feature, and shrink phenomenon occurs for the path length and diameter of the network. Furthermore, the OSN underwent a transition from degree assortativity characteristic of collaborative networks to degree disassortativity characteristic of many OSNs. Our study has revealed the evolutionary pattern of interpersonal interactions in a specific population and provided a valuable platform for theoretical modeling and further analysis. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:1105 / 1110
页数:6
相关论文
共 40 条
[1]  
Ahn Y.-Y., 2007, P 16 INT C WORLD WID, P835, DOI [10.1145/1242572.1242685, DOI 10.1145/1242572.1242685]
[2]  
[Anonymous], 2007, ACM Trans. Knowl. Discov. Data
[3]  
[Anonymous], P 8 ACM SIGCOMM C IN
[4]   The scientific research potential of virtual worlds [J].
Bainbridge, William Sims .
SCIENCE, 2007, 317 (5837) :472-476
[5]   Evolution of the social network of scientific collaborations [J].
Barabási, AL ;
Jeong, H ;
Néda, Z ;
Ravasz, E ;
Schubert, A ;
Vicsek, T .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2002, 311 (3-4) :590-614
[6]   Rate equation approach for correlations in growing network models [J].
Barrat, A ;
Pastor-Satorras, R .
PHYSICAL REVIEW E, 2005, 71 (03)
[7]  
Barrat A., 2008, Dynamical processes on complex networks
[8]   NEW PRODUCT GROWTH FOR MODEL CONSUMER DURABLES [J].
BASS, FM .
MANAGEMENT SCIENCE SERIES A-THEORY, 1969, 15 (05) :215-227
[9]   Class of correlated random networks with hidden variables -: art. no. 036112 [J].
Boguñá, M ;
Pastor-Satorras, R .
PHYSICAL REVIEW E, 2003, 68 (03) :13
[10]  
Clauset A, 2004, PHYS REV E, V70, DOI 10.1103/PhysRevE.70.066111