Identifying multiple influential spreaders in term of the distance-based coloring | |
Guo, Lei1; Lin, Jian-Hong1; Guo, Qiang1; Liu, Jian-Guo1,2 | |
刊名 | PHYSICS LETTERS A |
2016-02-22 | |
卷号 | 380期号:7-8页码:837-842 |
关键词 | Node spreading influence Multiple spreaders Distance-based coloring |
ISSN号 | 0375-9601 |
DOI | 10.1016/j.physleta.2015.12.031 |
英文摘要 | Identifying influential nodes is of significance for understanding the dynamics of information diffusion process in complex networks. In this paper, we present an improved distance-based coloring method to identify the multiple influential spreaders. In our method, each node is colored by a kind of color with the rule that the distance between initial nodes is close to the average distance of a network. When all nodes are colored, nodes with the same color are sorted into an independent set. Then we choose the nodes at the top positions of the ranking list according to their centralities. The experimental results for an artificial network and three empirical networks show that, comparing with the performance of traditional coloring method, the improvement ratio of our distance-based coloring method could reach 12.82%, 8.16%, 4.45%, 2.93% for the ER, Erdos, Polblogs and Routers networks respectively. (C) 2016 Elsevier B.V. All rights reserved. |
WOS研究方向 | Physics |
语种 | 英语 |
出版者 | ELSEVIER SCIENCE BV |
WOS记录号 | WOS:000370106900005 |
内容类型 | 期刊论文 |
源URL | [http://10.2.47.112/handle/2XS4QKH4/1349] |
专题 | 上海财经大学 |
通讯作者 | Liu, Jian-Guo |
作者单位 | 1.Univ Shanghai Sci & Technol, Res Ctr Complex Syst Sci, Shanghai 200093, Peoples R China; 2.Shanghai Univ Finance & Econ, Data Sci & Cloud Serv Res Ctr, Shanghai 200433, Peoples R China |
推荐引用方式 GB/T 7714 | Guo, Lei,Lin, Jian-Hong,Guo, Qiang,et al. Identifying multiple influential spreaders in term of the distance-based coloring[J]. PHYSICS LETTERS A,2016,380(7-8):837-842. |
APA | Guo, Lei,Lin, Jian-Hong,Guo, Qiang,&Liu, Jian-Guo.(2016).Identifying multiple influential spreaders in term of the distance-based coloring.PHYSICS LETTERS A,380(7-8),837-842. |
MLA | Guo, Lei,et al."Identifying multiple influential spreaders in term of the distance-based coloring".PHYSICS LETTERS A 380.7-8(2016):837-842. |
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