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A novel community influence evaluation scheme based on information propagation in social network

机译:基于社交网络信息传播的新型社区影响力评估方案

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摘要

Influence evaluation is a significant challenge for social network analysis. However, most of existing works focus on individual influence evaluation, while few attentions have been paid to the influence evaluation for whole community in social network. In this paper, we proposed a community influence evaluation model (CIEM) with information propagation perspective, which comprises following aspects: 1) the framework of CIEM and a set of related formal definitions for community influence evaluation; 2) entity influence evaluation methods for CIEM, i.e., user influence and community influence in social network, by evaluating intention degree of user propagating information, and their related calculation algorithm. The experimental results and analysis show that the proposed method in this paper is feasible and effective.
机译:影响力评估是社交网络分析的重大挑战。但是,现有的工作大多集中在个人影响力评估上,而很少有人关注社交网络中整个社区的影响力评估。本文从信息传播的角度提出了社区影响评价模型(CIEM),包括以下几个方面:1)CIEM的框架和一套相关的社区影响评价正式定义; 2)通过评估用户传播信息的意向程度及其相关的计算算法,针对CIEM的实体影响力评估方法,即社交网络中的用户影响力和社区影响力。实验结果和分析表明,该方法是可行和有效的。

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  • 作者单位

    College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, Shanghai 200234, China College of Electronics and Information Engineering, Tongji University, Shanghai, 201804, China;

    College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, Shanghai 200234, China;

    College of Electronics and Information Engineering, Tongji University, Shanghai, 201804, China;

    College of Electronics and Information Engineering, Tongji University, Shanghai, 201804, China;

    College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, Shanghai 200234, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    social network; community influence evaluation model; CIEM; entity influence;

    机译:社交网络;社区影响力评估模型;CIEM;实体影响;

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