信息资源管理学报 ›› 2021, Vol. 11 ›› Issue (6): 116-126.doi: 10.13365/j.jirm.2021.06.116

• 研究论文 • 上一篇    下一篇

基于有向加权网络的微博扩散因子

朱文佳1 汤莹2   

  1. 1.复旦大学图书馆,上海,200433;
    2.复旦大学“双一流”建设办公室,上海,200433
  • 出版日期:2021-11-26 发布日期:2022-01-18
  • 作者简介:朱文佳,馆员,博士,研究方向为文献计量学及学科评价;汤莹(通讯作者),助理研究员,硕士,研究方向为学科管理,学科评价与文献计量研究,Email:tangying@fudan.edu.cn。

The Microblog Diffusion Factors Based on the Directed Weighted Network

Zhu Wenjia1  Tang Ying2   

  1. 1.Library of Fudan University, Shanghai, 200433;
    2.Office for Key Project Development of Fudan University, Shanghai,200433
  • Online:2021-11-26 Published:2022-01-18

摘要: 随着网络计量学和各种网络信息交流及传播平台的发展,需要有效的指标来衡量信息传播效率或舆情扩散速度,本研究尝试改进传统的科学计量学指标,提出适用于衡量微博信息扩散程度的网络计量学指标,以微博为节点、微博之间的转发关系为连线、相对转发次数占比为相对影响权重,建立有向加权微博转发网络模型,提出了四种衡量节点影响力和信息扩散程度的微博扩散因子。根据20个微博话题相关数据的实证研究,得到MDF-Aj和MDF-Ajo与平台原创人数排名之间的相关度接近0.6(双侧显著性值p<0.05);MDF-Aj和MDF-Ajo在衡量单条微博或整个微博话题的扩散度和出圈度时,都具有一定的有效性;MDF-Bj和MDF-Bjo在体现整个微博话题的热度方面,都具有一定的可靠性。

关键词: 微博, 社会网络分析, 信息传播, 有向加权网络, 扩散因子

Abstract: With the development of webometrics and various network information communication platforms, effective indicators are needed to measure the efficiency of information dissemination and the speed of public opinion diffusion. This paper attempts to improve the traditional scientometrics indicators and propose the webometrics indicators suitable for measuring the extent of microblog information diffusion.Taking microblogs as nodes, forwarding relationships between microblogs as links, and ratio of relative forwarding times as relative influence weight, this paper establishes a weighted microblog forwarding network model, and proposes four microblog diffusion factors to measure node influence and information diffusion.Based on the empirical study of relevant data under 20 microblog topics, the results are as follows: the correlation between MDF-Aj, MDF-Ajo and the ranking of the microblog is close to 0.6 (bilateral significance value P <0.05). It is concluded that MDF-Aj and MDF-Ajo are effective in measuring the diffusion and the degree of breaking the original circle of a single microblog and the whole microblog topic; MDF-Bj and MDF-Bjo are also reliable in reflecting the popularity of the whole microblog topic.

Key words: Microblog, Social network analysis, Information dissemination, Directed weighted network, Diffusion factor

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