Influential nodes identification in complex networks based on global and local information

来源 :中国物理B(英文版) | 被引量 : 0次 | 上传用户:wxy20009
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
Identifying influential nodes in complex networks is essential for network robust and stability,such as viral marketing and information control.Various methods have been proposed to define the influence of nodes.In this paper,we comprehensively consider the global position and local structure to identify influential nodes.The number of iterations in the process of k-shell decomposition is taken into consideration,and the improved k-shell decomposition is then put forward.The improved k-shell decomposition and degree of target node are taken as the benchmark centrality,in addition,as is well known,the effect between node pairs is inversely proportional to the shortest path length between two nodes,and then we also consider the effect of neighbors on target node.To evaluate the performance of the proposed method,susceptibleinfected (SI) model is adopted to simulate the spreading process in four real networks,and the experimental results show that the proposed method has obvious advantages over classical centrality measures in identifying influential nodes.
其他文献
目的:通过临床配对研究,回顾性分析吸烟人群子宫颈癌患者的临床及病理资料,探讨吸烟对宫颈癌进展以及预后的影响。方法:选取年龄相差2岁以内;居住在同一地市区;就诊时间相差2
The structural phase transitions of bismuth under rapid compression has been investigated in a dynamic diamond anvil cell using time-resolved synchrotron x-ray
Laser-induced electron diffraction (LIED),in which elastic scattering of the retuing electron with the parent ion takes place,has been used to extract atomic po
We theoretically study the reversible process of quantum entanglement state by means of weak measurement and corresponding reversible operation.We present a pro
We propose a new scheme for the coherent control of birefringent light pulses propagation in a four-level atomic medium. We modify the splitting of a light puls
本论文以鸭梨、黄金梨、雪花梨和八月红梨为试材,对鸭梨休眠期短枝及外围发育枝贮藏营养含量的变化和这四种梨贮藏营养在一年生枝类中的含量分布状况进行了研究,以期为梨果优
Unique topological states emerged in various topological insulators (TI) have been proved with great application value for robust wave regulation. In this work,
A hot-electron driven scheme can be more effective than a laser-driven scheme within suitable hot-electron energy and target density. In our one-dimensional (1D
核桃坚果由硬壳和种仁组成,种仁营养丰富,深受人们喜爱,而硬壳则很少受到重视。本试验设计采用了专用测试系统,对核桃坚果硬壳结构进行全面系统的研究,探讨了硬壳与坚果品质之间的关系,旨在为正确评价核桃坚果质量提供科学方法,为核桃良种选育及栽培提供科学依据。主要研究结果如下: 1.核桃坚果硬壳结构(缝合线紧密度、机械强度、硬壳密度、硬壳厚度、硬壳细胞大小)与虫果率、污染率、裂果率等显著相关,缝合线紧
According to the Herglotz variational principle and differential variational principle of Herglotz type,we study the adiabatic invariants for a non-conservative