Degree distribution of competition-induced preferential attachment graphs

被引:9
作者
Berger, N
Borgs, C
Chayes, JT
D'Souza, RM
Kleinberg, RD
机构
[1] Microsoft Res, Redmond, WA 98052 USA
[2] MIT, CSAIL, Cambridge, MA 02139 USA
关键词
D O I
10.1017/S0963548305006930
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We introduce a family of one-dimensional geometric growth models, constructed iteratively by locally optimizing the trade-offs between two competing metrics, and show that this family is equivalent to a family of preferential attachment random graph models with upper cut-offs. This is the first explanation of how preferential attachment can arise from a more basic underlying mechanism of local competition. We rigorously determine the degree distribution for the family of random graph models, showing that it obeys a power law up to a finite threshold and decays exponentially above this threshold. We also rigorously analyse a generalized version of our graph process, with two natural parameters, one corresponding to the cut-off and the other a 'fertility' parameter. We prove that the general model has a power-law degree distribution up to a cut-off, and establish monotonicity of the power as a function of the two parameters. Limiting cases of the general model include the standard preferential attachment model without cut-off and the uniform attachment model.
引用
收藏
页码:697 / 721
页数:25
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