Community detection in dynamic networks via adaptive label propagation

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作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Han, Jihui*;Li, Wei*;Zhao, Longfeng;Su, Zhu;Zou, Yijiang;...

通讯作者：

Han, Jihui;Li, Wei;Deng, Weibing

作者机构：

[Zou, Yijiang; Zhao, Longfeng; Deng, Weibing; Li, Wei; Su, Zhu; Han, Jihui; Han, JH; Li, W] Cent China Normal Univ, Complex Sci Ctr, Wuhan, Hubei, Peoples R China.

[Zou, Yijiang; Zhao, Longfeng; Deng, Weibing; Li, Wei; Su, Zhu; Han, Jihui; Han, JH; Li, W] Cent China Normal Univ, Inst Particle Phys, Wuhan, Hubei, Peoples R China.

[Han, Jihui] Zhengzhou Univ Light Ind, Sch Comp & Commun Engn, Zhengzhou, Henan, Peoples R China.

通讯机构：

[Han, JH; Li, W; Deng, WB] C

[Han, Jihui] Z

Cent China Normal Univ, Complex Sci Ctr, Wuhan, Hubei, Peoples R China.

Cent China Normal Univ, Inst Particle Phys, Wuhan, Hubei, Peoples R China.

Zhengzhou Univ Light Ind, Sch Comp & Commun Engn, Zhengzhou, Henan, Peoples R China.

语种：

英文

关键词：

Community structure;Network analysis;Algorithms;Internet;Real time computing;Color codes;Food web structure;Neural networks

期刊：

PLOS ONE

ISSN：

1932-6203

年：

2017

卷：

期：

页码：

e0188655-

DOI：

10.1371/journal.pone.0188655

基金类别：

National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [11505071]; Program of Introducing Talents of Discipline [B08033]

机构署名：

本校为第一且通讯机构

院系归属：

物理科学与技术学院

心理学院

摘要：

An adaptive label propagation algorithm (ALPA) is proposed to detect and monitor communities in dynamic networks. Unlike the traditional methods by re-computing the whole community decomposition after each modification of the network, ALPA takes into account the information of historical communities and updates its solution according to the network modifications via a local label propagation process, which generally affects only a small portion of the network. This makes it respond to network changes at low computational cost. The effectiveness of ALPA has been tested on both synthetic and rea...

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Community detection in dynamic networks via adaptive label propagation

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