Distinct Clusterings and Characteristic Path Lengths in Dynamic Small-World Networks with Identical Limit Degree Distribution

被引:21
作者
Shang, Yilun [1 ]
机构
[1] Univ Texas San Antonio, Inst Cyber Secur, San Antonio, TX 78249 USA
关键词
Degree distribution; Small world graph; Complex network; EMERGENCE; EVOLUTION; BEHAVIOR; GROWTH; MODELS;
D O I
10.1007/s10955-012-0605-8
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Many real-world networks belong to a particular class of structures, known as small-world networks, that display short distance between pair of nodes. In this paper, we introduce a simple family of growing small-world networks where both addition and deletion of edges are possible. By tuning the deletion probability q (t) , the model undergoes a transition from large worlds to small worlds. By making use of analytical or numerical means we determine the degree distribution, clustering coefficient and average path length of our networks. Surprisingly, we find that two similar evolving mechanisms, which provide identical degree distribution under a reciprocal scaling as t goes to infinity, can lead to quite different clustering behaviors and characteristic path lengths. It is also worth noting that Farey graphs constitute the extreme case q (t) a parts per thousand 0 of our random construction.
引用
收藏
页码:505 / 518
页数:14
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