Classical Random Graphs with Unbounded Expected Degrees are Locally Scale-Free

被引:1
|
作者
Shang, Yilun [1 ]
机构
[1] Univ Texas San Antonio, Inst Cyber Secur, San Antonio, TX 78249 USA
关键词
Random Graph; Degree; Scale-Free; Complex Network; ROBUSTNESS; DYNAMICS; ATTACK;
D O I
10.5560/ZNA.2011-0053
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
A common property of many, though not all, massive real-world networks, including the World-Wide Web, the Internet, and social networks, is that the connectivity of the various nodes follows a scale-free distribution, P(k) proportional to k(-alpha), with typical scaling exponent 2 <= alpha <= 3. In this letter, we prove that the Erdos-Renyi random graph with unbounded expected degrees has a scale-free behaviour with scaling exponent 1/2 in a neighbourhood of expected degree < k >. This interesting phenomenon shows a discrepancy from the Erdos-Renyi random graph with bounded expected degree, which has a bell shaped connectivity distribution, peaking at < k >, and decaying exponentially for large k.
引用
收藏
页码:61 / 64
页数:4
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