Noh Jae Dong, Rieger Heiko
Department of Physics, Chungnam National University, Daejeon 305-764, Korea.
Phys Rev Lett. 2004 Mar 19;92(11):118701. doi: 10.1103/PhysRevLett.92.118701. Epub 2004 Mar 18.
We investigate random walks on complex networks and derive an exact expression for the mean first-passage time (MFPT) between two nodes. We introduce for each node the random walk centrality C, which is the ratio between its coordination number and a characteristic relaxation time, and show that it determines essentially the MFPT. The centrality of a node determines the relative speed by which a node can receive and spread information over the network in a random process. Numerical simulations of an ensemble of random walkers moving on paradigmatic network models confirm this analytical prediction.
我们研究了复杂网络上的随机游走,并推导出两个节点之间平均首次通过时间(MFPT)的精确表达式。我们为每个节点引入了随机游走中心性C,它是其配位数与特征弛豫时间之比,并表明它基本上决定了MFPT。节点的中心性决定了节点在随机过程中通过网络接收和传播信息的相对速度。在典型网络模型上移动的一群随机游走者的数值模拟证实了这一分析预测。