Heatmap centrality: A new measure to identify super-spreader nodes in scale-free networks

被引:16
作者
Duron, Christina [1 ]
机构
[1] Univ Arizona, Dept Math, Tucson, AZ 85721 USA
关键词
COMPLEX; MODEL;
D O I
10.1371/journal.pone.0235690
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The identification of potential super-spreader nodes within a network is a critical part of the study and analysis of real-world networks. Motivated by a new interpretation of the "shortest path" between two nodes, this paper explores the properties of the heatmap centrality by comparing the farness of a node with the average sum of farness of its adjacent nodes in order to identify influential nodes within the network. As many real-world networks are often claimed to be scale-free, numerical experiments based upon both simulated and real-world undirected and unweighted scale-free networks are used to illustrate the effectiveness of the proposed "shortest path" based measure with regards to its CPU run time and ranking of influential nodes.
引用
收藏
页数:31
相关论文
共 56 条
[21]   Identifying influential nodes in complex networks [J].
Chen, Duanbing ;
Lu, Linyuan ;
Shang, Ming-Sheng ;
Zhang, Yi-Cheng ;
Zhou, Tao .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2012, 391 (04) :1777-1787
[22]   Revisiting the evaluation of diversified search evaluation metrics with user preferences [J].
Chen, Fei ;
Liu, Yiqun ;
Dou, Zhicheng ;
Xu, Keyang ;
Cao, Yujie ;
Zhang, Min ;
Ma, Shaoping .
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8870 :48-59
[23]  
Csardi G, 2006, Interjournal Complex Systems, V1695
[24]  
Dorogovtsev SN, 2013, EVOLUTION NETWORKS B
[25]   Spectra of "real-world" graphs:: Beyond the semicircle law -: art. no. 026704 [J].
Farkas, IJ ;
Derényi, I ;
Barabási, AL ;
Vicsek, T .
PHYSICAL REVIEW E, 2001, 64 (02) :12-267041
[26]  
FAUCHEUX M. J., 2009, B SOC SCI NAT OUEST, V31, P155
[27]   CENTRALITY IN SOCIAL NETWORKS CONCEPTUAL CLARIFICATION [J].
FREEMAN, LC .
SOCIAL NETWORKS, 1979, 1 (03) :215-239
[28]   SET OF MEASURES OF CENTRALITY BASED ON BETWEENNESS [J].
FREEMAN, LC .
SOCIOMETRY, 1977, 40 (01) :35-41
[29]   Solar cell efficiency tables (version 43) [J].
Green, Martin A. ;
Emery, Keith ;
Hishikawa, Yoshihiro ;
Warta, Wilhelm ;
Dunlop, Ewan D. .
PROGRESS IN PHOTOVOLTAICS, 2014, 22 (01) :1-9
[30]   Faster Betweenness Centrality Based on Data Structure Experimentation [J].
Green, Oded ;
Bader, David A. .
2013 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, 2013, 18 :399-408