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基于多重影响力矩阵的有向加权网络节点重要性评估方法
  • ISSN号:1000-3290
  • 期刊名称:《物理学报》
  • 时间:0
  • 分类:O151.21[理学—数学;理学—基础数学]
  • 作者机构:上海理工大学管理学院,上海200093
  • 相关基金:国家自然科学基金(批准号:71571119)资助的课题.
作者: 王雨, 郭进利
中文摘要:

本文基于有向加权网络模型,构建了三个影响力矩阵,并利用层次分析法对其赋权求和,形成多重影响力矩阵,从而提出了一种基于该矩阵的节点重要性评价方法.该方法通过新定义的交叉强度指标,来表征节点的局部重要性;利用金网节点对待评估节点的重要性影响总值,来表征节点在全网中的相对重要性.在分析影响节点对待评估节点的影响比例时,既考虑到节点间的距离因素,又引入了最短路径条数因素;既考虑了该影响节点对网络中其他节点的影响关系,又考虑了网络中其他节点对该待评估节点的影响关系,使得评价方法更加全面.将算法运用于ARPA网络,结果表明,该方法能有效地区分各节点之间的差异,最后,对实验结果进疔连锁故障的仿真对比实验,进一步验证了方法的有效性.

英文摘要:

In complex networks,the node importance evaluation is of great significance for studying the robustness of network.The existing methods of evaluating the node importance mainly focus on undirected and unweighted networks,which fail to reflect the real scenarios comprehensively and objectively.In this paper,according to the directed and weighted complex network model,by analyzing the local importance of the nodes and the dependencies among all the nodes in the whole network,a new method of evaluating the node importance based on a multiple influence matrix is proposed.Firstly,the method defines the concept of cross strength to characterize the local importance of the nodes.The index not only distinguishes between the in-strength and out-strength of the nodes,but also helps to discriminate the differences in importance among each with an in-degree of 0.In addition,to characterize the global importance of the nodes to be evaluated,we use the total important influence value of all the nodes exerted on the nodes,which makes up the deficiencies of the other evaluation methods which just depend on adjacent nodes.Emphatically,in the analysis of the influence ratio of source node on node to be evaluated,we not only take into account the distance factor between nodes,but also introduce the number of the shortest path factors.In order to make the evaluation algorithm more accurate,according to the number of the shortest paths,we present two perspectives to analyze how other factors affect the influence ratio.One is to evaluate how this source node exerts important influence on the other nodes to be evaluated.The other is to analyze how the other source nodes perform important influence on this node to be evaluated.In view of the above factors,three influence matrices are constructed,including the efficiency matrix,and the other two influence matrices from the perspectives of fixing source nodes and target nodes,respectively.Then,we use analytic hierarchy process to weight the three matrices,thereby obtaining the multiple in

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期刊信息
  • 《物理学报》
  • 北大核心期刊(2011版)
  • 主管单位:中国科学院
  • 主办单位:中国物理学会 中国科学院物理研究所
  • 主编:欧阳钟灿
  • 地址:北京603信箱(中国科学院物理研究所)
  • 邮编:100190
  • 邮箱:apsoffice@iphy.ac.cn
  • 电话:010-82649026
  • 国际标准刊号:ISSN:1000-3290
  • 国内统一刊号:ISSN:11-1958/O4
  • 邮发代号:2-425
  • 获奖情况:
  • 1999年首届国家期刊奖,2000年中科院优秀期刊特等奖,2001年科技期刊最高方阵队双高期刊居中国期刊第12位
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  • 被引量:49876