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基于复杂网络理论的微博用户关系网络演化模型研究

王亚奇 王静 杨海滨

物理学报Issue(20):1-7,7.
物理学报Issue(20):1-7,7.DOI:10.7498/aps.63.208902

基于复杂网络理论的微博用户关系网络演化模型研究

An evolution mo del of microblog user relationship networks based on complex network theory

王亚奇 1王静 1杨海滨1

作者信息

  • 1. 武警工程大学电子技术系,网络与信息安全武警部队重点实验室,西安 710086
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摘要

Abstract

Microblog provides convenience to the society, but at the same time, it also brings some adverse effects. To obtain the propagation mechanism of microblog rumor, and then take effective measures to prevent its spread, according to the complex network theory, in this paper we investigate the internal characteristics of microblog user relationship networks, and present a microblog user relationship network evolution model. By using the mean-field theory, the topological statistical property of our evolution model, and the dynamical behaviors of rumor spreading on such a model are analyzed. Theoretical analysis and simulation results show that such an evolving network exhibits a scale-free property. The degree distribution exponent not only is related to the reverse connection probability, but also depends on the node attraction degree distribution. It is also found that when the node attraction degree follows a power-law distribution, the steady-state rumor prevalence is great compared with the exponential distribution and uniform distribution. Moreover, as the reverse connection probability or the number of node initial edges increases, the probability of rumor outbreak and the number of nodes finally infected by the rumor will also increase.

关键词

复杂网络/平均场理论/节点吸引度/谣言传播

Key words

complex network/mean-field theory/node attraction degree/rumor spreading

引用本文复制引用

王亚奇,王静,杨海滨..基于复杂网络理论的微博用户关系网络演化模型研究[J].物理学报,2014,(20):1-7,7.

基金项目

国家自然科学基金(批准号:61402531,61103231,61103230,61272492)、陕西省自然科学基础研究计划(批准号:2014JQ8358,2014JQ8307)和武警工程大学基础研究基金(批准号:WJY201218, WJY201419)资助的课题.* Project supported by the National Natural Science Foundation of China (Grant Nos.61402531,61103231,61103230,61272492), the Natural Science Basic Research Plan in Shaanxi Province of China (Grant Nos.2014JQ8358,2014JQ8307), and the Basic Research Foundation of Engineering University of the Chinese People’s Armed Police Force (Grant Nos. WJY201218, WJY201419) (批准号:61402531,61103231,61103230,61272492)

物理学报

OA北大核心CSCDCSTPCD

1000-3290

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