Extracting the diffusion dynamics of crisis information on online social networks: Model and application

被引:5
作者
Chen, Anying [1 ,2 ]
Liu, Huan [3 ]
Su, Guofeng [4 ]
机构
[1] Jinan Univ, Sch Publ Adm & Emergency Management, Guangzhou 510632, Peoples R China
[2] Jinan Univ, Inst Publ Policy Res, Guangzhou 510632, Peoples R China
[3] Kyoto Univ, Disaster Prevent Res Inst, Kyoto 6110011, Japan
[4] Tsinghua Univ, Inst Publ Safety Res, Dept Engn Phys, Beijing 100084, Peoples R China
关键词
Crisis information; Diffusion dynamics; Population dynamics; Online social network; Parameter analysis;
D O I
10.1016/j.ijdrr.2023.104226
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Disaster mitigation greatly benefits from the diffusion of crisis information. To learn about the diffusion dynamics of crisis information on online social networks, this paper puts forward a crisis information diffusion model based on population dynamics and further analyses its parameters, such as ordinary users' average number of followers, the number of potential audience members who might spread the crisis information, the forwarding probability for each audience member and the attenuation speed of the information based on real data from Sina Weibo. In addition, a method for the prediction of crisis information diffusion is proposed and verified on the basis of this model. The results show that this model could describe and predict well the diffusion process of crisis information on online social networks, enabling relevant departments to develop appropriate strategies for crisis information diffusion.
引用
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页数:13
相关论文
共 25 条
[21]   An information diffusion model based on retweeting mechanism for online social media [J].
Xiong, Fei ;
Liu, Yun ;
Zhang, Zhen-jiang ;
Zhu, Jiang ;
Zhang, Ying .
PHYSICS LETTERS A, 2012, 376 (30-31) :2103-2108
[22]   Analysing Information Diffusion in Natural Hazards using Retweets-a Case Study of 2018 Winter Storm Diego [J].
Xu, Jinwen ;
Qiang, Yi .
ANNALS OF GIS, 2022, 28 (02) :213-227
[23]   Analyzing User Retweet Behavior on Twitter [J].
Xu, Zhiheng ;
Yang, Qing .
2012 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM), 2012, :46-50
[24]  
Yang Z., 2010, Proceedings of the 19th ACM international conference on Information and knowledge management, P1633, DOI [DOI 10.1145/1871437.1871691, 10.1145/1871437.1871691]
[25]  
Zhang J., 2013, 23 INT JOINT C ARTIF, P2761, DOI DOI 10.5555/2540128.2540526