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度分布为正态分布的复杂网络度序列长度的研究与分析

Research and Analysis of the Length of Degree Sequence of Complex Network of Normal Distribution

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【作者】 张占英肖文俊赖正文李梅生

【Author】 ZHANG Zhanying;XIAO Wenjun;LAI Zhengwen;LI Meisheng;School of Computer Science and Engineering,South China University of Technology;School of Mathematics and Big Data,Foshan University;School of Software Engineering,South China University of Technology;

【机构】 华南理工大学计算机科学与工程学院佛山科学技术学院数学与大数据学院华南理工大学软件学院

【摘要】 度分布是复杂网络模型的重要特征.针对度分布符合指数分布、幂律分布和扩展幂律分布的复杂网络模型,笔者所在课题组前期的研究结果表明节点度序列(1≤k1<k2<…<kl)长度l是log2N级别的(N为网络节点数);在前期研究所得结论的基础上,文中针对度分布符合正态分布的复杂网络模型,从理论的角度证明了度序列长度l也是log2N级别的;并选取ER随机网络进行仿真实验,仿真实验表明,度序列的长度是级别的;最后对大量的现实网络模型进行了验证,结果表明现实网络的度序列长度l也是与log2N同一级别.

【Abstract】 Degree distribution is an important characteristic of complex network. Aiming at the complex network model of degree distribution in congruity with exponential,power law and extended power law distributions,the previous research results of our project team show that the length l of vertex-degree sequence( 1 ≤k1< k2< … <kl) of complex network is of order log2N( N is the number of network nodes). Based on the conclusions of the previous studies,this paper proves that the degree sequence length l is also is of order log2N from the theoretical point of view for the complex network model that the degree distribution meets the normal distribution. The simulation experiment shows that the length l of the degree sequence is of order log2N by selecting ER random network. Finally,a large number of real network models are verified,and the results show that the length of the real network degree sequence is also at the same level as log2N.

【基金】 国家自然科学基金资助项目(61370003,61170313,61103037)~~
  • 【文献出处】 华南理工大学学报(自然科学版) ,Journal of South China University of Technology(Natural Science Edition) , 编辑部邮箱 ,2018年01期
  • 【分类号】O157.5
  • 【被引频次】2
  • 【下载频次】173
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