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无标度网络中负载分布的普遍行为。

Universal behavior of load distribution in scale-free networks.

作者信息

Goh K I, Kahng B, Kim D

机构信息

School of Physics and Center for Theoretical Physics, Seoul National University, Seoul 151-747, Korea.

出版信息

Phys Rev Lett. 2001 Dec 31;87(27 Pt 1):278701. doi: 10.1103/PhysRevLett.87.278701. Epub 2001 Dec 12.

Abstract

We study a problem of data packet transport in scale-free networks whose degree distribution follows a power law with the exponent gamma. Load, or "betweenness centrality," of a vertex is the accumulated total number of data packets passing through that vertex when every pair of vertices sends and receives a data packet along the shortest path connecting the pair. It is found that the load distribution follows a power law with the exponent delta approximately 2.2(1), insensitive to different values of gamma in the range, 2 < gamma < or = 3, and different mean degrees, which is valid for both undirected and directed cases. Thus, we conjecture that the load exponent is a universal quantity to characterize scale-free networks.

摘要

我们研究了无标度网络中的数据包传输问题,该网络的度分布遵循幂律,幂指数为γ。当每对顶点沿着连接它们的最短路径发送和接收一个数据包时,一个顶点的负载,即“介数中心性”,是通过该顶点的数据包的累计总数。研究发现,负载分布遵循幂律,幂指数δ约为2.2(1),对2 < γ ≤ 3范围内γ的不同值以及不同的平均度不敏感,这在无向和有向情况下均成立。因此,我们推测负载指数是表征无标度网络的一个通用量。

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