Cheng Xiang, Wang Hongli, Ouyang Qi
Department of Physics and Mesoscopic Physics Laboratory, Peking University, Beijing 100871, China.
Phys Rev E Stat Nonlin Soft Matter Phys. 2002 Jun;65(6 Pt 2):066115. doi: 10.1103/PhysRevE.65.066115. Epub 2002 Jun 21.
A network model with node and connection diversity is proposed in this paper. Distinctly from to other models whose nodes and connections are represented by identical simple points and lines, we investigate inhomogeneous networks with two kinds of sites and link by growth of preferential attachment. Scale-free networks with varied centralizations and exponents (ranging from 2.0 to theoretically infinity) are obtained, and the influences of the relative ratio of the two kinds of sites p, the number of links connected from each site m, and initial attractiveness delta are studied. A mean-field theory that agrees well with our numerical results was proposed and analyzed. The theory gives the analytical scaling exponent of the form gamma=2+p+delta/m-delta(1-p)/(mp+m+delta).
本文提出了一种具有节点和连接多样性的网络模型。与其他节点和连接由相同简单点和线表示的模型不同,我们通过优先连接增长来研究具有两种节点和链接的非均匀网络。获得了具有不同中心化和指数(范围从2.0到理论上的无穷大)的无标度网络,并研究了两种节点的相对比例p、每个节点连接的链接数m和初始吸引力δ的影响。提出并分析了一种与我们的数值结果吻合良好的平均场理论。该理论给出了形式为γ=2 + p + δ/m - δ(1 - p)/(mp + m + δ)的解析标度指数。