The Analysis for Small-World Network's Evolution based on Network Entropy

Liangxun Shuo, Yiying Chen, Zexin Zhang, Wenbin Li
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引用次数: 2

Abstract

In modeling algorithms of Scale-free or Small-World network, the modification for nodes denotes the metabolism of the system components, and the change for edges represents the metabolism of the system structure. Due the modifications of nodes and edges, network structure as well as the network's entropy is changed. Therefore, the entropy of the network is used to depict the metabolic processes of the system in this paper Based on the network entropy, the WS model is analyzed. The conclusions are that firstly the change of network entropy of WS network is U-shaped. Secondly, under the same conditions, the value of p affects the rate of decrease and increase in the entropy's graphic. And, K decides the timing of change from drop to rising.

基于网络熵的小世界网络演化分析
在无标度或小世界网络的建模算法中,节点的变化表示系统组件的代谢,边缘的变化表示系统结构的代谢。由于节点和边的修改,网络的结构发生了变化,网络的熵也发生了变化。因此,本文利用网络的熵来描述系统的代谢过程。基于网络熵,对WS模型进行了分析。研究结果表明:第一,WS网络的网络熵变化呈u型变化;其次,在相同条件下,p的值影响熵图的增减速率。K决定了从下降到上升的变化时间。
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