Knowledge Commons of Institute of Automation,CAS
A Dissemination Model Based on Psychological Theories in Complex Social Networks | |
Luo, Tianyi1,2; Cao, Zhidong1; Zeng, Daniel1; Zhang, Qingpeng3 | |
发表期刊 | IEEE Transactions on Cognitive and Developmental Systems |
2022-06 | |
卷号 | 14期号:2页码:519-531 |
摘要 | Information spread on social media has been extensively studied through both model-driven theoretical research and data-driven case studies. Recent empirical studies have analyzed the differences and complexity of information dissemination, but theoretical explanations of its characteristics from a modeling perspective are underresearched. To capture the complex patterns of the information dissemination mechanism, we propose a resistant linear threshold (RLT) dissemination model based on psychological theories and empirical findings. In this article, we validate the RLT model on three types of networks and then quantify and compare the dissemination characteristics of the simulation results with those from the empirical results. In addition, we examine the factors affecting dissemination. Finally, we perform two case studies of the 2019 novel Corona Virus Disease (COVID-19)-related information dissemination. The dissemination characteristics derived by the simulations are consistent with the empirical research. These results demonstrate that the RLT model is able to capture the patterns of information dissemination on social media and thus provide model-driven insights into the interpretation of public opinion, rumor control, and marketing strategies on social media. |
DOI | 10.1109/TCDS.2021.3052824 |
收录类别 | SCIE |
语种 | 英语 |
WOS记录号 | WOS:000809402600027 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/48980 |
专题 | 多模态人工智能系统全国重点实验室_互联网大数据与信息安全 |
通讯作者 | Cao, Zhidong |
作者单位 | 1.the State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 2.h the School of Artificial Intelligence, University of Chinese Academy of Science, Beijing 3.the School of Data Science, City University of Hong Kong, Hong Kong |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Luo, Tianyi,Cao, Zhidong,Zeng, Daniel,et al. A Dissemination Model Based on Psychological Theories in Complex Social Networks[J]. IEEE Transactions on Cognitive and Developmental Systems,2022,14(2):519-531. |
APA | Luo, Tianyi,Cao, Zhidong,Zeng, Daniel,&Zhang, Qingpeng.(2022).A Dissemination Model Based on Psychological Theories in Complex Social Networks.IEEE Transactions on Cognitive and Developmental Systems,14(2),519-531. |
MLA | Luo, Tianyi,et al."A Dissemination Model Based on Psychological Theories in Complex Social Networks".IEEE Transactions on Cognitive and Developmental Systems 14.2(2022):519-531. |
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