A new measure of network efficiency

作者:Hollingshad Nicholas W*; Turalska Malgorzata; Allegrini Paolo; West Bruce J; Grigolini Paolo
来源:Physica A: Statistical Mechanics and Its Applications , 2012, 391(4): 1894-1899.
DOI:10.1016/j.physa.2011.11.017

摘要

We address the issue of the dynamical origin of scale-free link distributions. We study a two-dimensional lattice of cooperatively interacting units. Although the units interact only with the four nearest neighbors, a sufficiently large cooperation strength generates dynamically a scale-free network with the power law index v approaching 1. We explain this result by using a new definition of network efficiency determined by the Euclidean distance between correlated units. According to this definition the link distribution favoring long-range connections makes efficiency increase. We embed an ad hoc scale-free network with power index nu %26gt;= 1 into a Euclidean two-dimensional space and show that the network efficiency becomes maximal as nu approaches 1. We therefore conclude that nu = 1 emerging from the cooperative interaction of units may be a consequence of the principle of network maximal efficiency.

  • 出版日期2012-2-15