Distinct degrees and their distribution in complex networks

被引:3
|
作者
Krapivsky, P. L. [1 ]
Redner, S. [1 ,2 ]
机构
[1] Boston Univ, Dept Phys, Boston, MA 02215 USA
[2] Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
基金
美国国家科学基金会;
关键词
growth processes; network dynamics; random graphs; networks;
D O I
10.1088/1742-5468/2013/06/P06002
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
We investigate a variety of statistical properties associated with the number of distinct degrees that exist in a typical network for various classes of networks. For a single realization of a network with N nodes that is drawn from an ensemble in which the number of nodes of degree k has an algebraic tail, N-k similar to N/k(nu) for k >> 1, the number of distinct degrees grows as N-1/nu. Such an algebraic growth is also observed in scientific citation data. We also determine the N dependence of statistical quantities associated with the sparse, large-k range of the degree distribution, such as the location of the first hole (where N-k = 0), the last doublet (two consecutive occupied degrees), triplet, dimer (N-k = 2), trimer, etc.
引用
收藏
页数:12
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