The friendship paradox in real and model networks

被引:13
|
作者
Cantwell, George T. [1 ,2 ]
Kirkley, Alec [2 ]
Newman, M. E. J. [2 ,3 ]
机构
[1] Santa Fe Inst, 1399 Hyde Pk Rd, Santa Fe, NM 87501 USA
[2] Univ Michigan, Dept Phys, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Ctr Study Complex Syst, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会;
关键词
friendship paradox; generalized friendship paradox; random graphs; real-world networks; generating functions; assortative mixing; COMMUNITY;
D O I
10.1093/comnet/cnab011
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Y The friendship paradox is the observation that the degrees of the neighbours of a node in any network will, on average, be greater than the degree of the node itself. In common parlance, your friends have more friends than you do. In this article, we develop the mathematical theory of the friendship paradox, both in general as well as for specific model networks, focusing not only on average behaviour but also on variation about the average and using generating function methods to calculate full distributions of quantities of interest. We compare the predictions of our theory with measurements on a large number of real-world network datasets and find remarkably good agreement. We also develop equivalent theory for the generalized friendship paradox, which compares characteristics of nodes other than degree to those of their neighbours.
引用
收藏
页数:15
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