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A Clustering Study of Online Public Opinion Texts on Public Emergency Events Based on Sentence-Level Similarity and Sentiment Analysis

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Sep 25, 2025

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Fletcher, R., & Nielsen, R. K. (2019). Generalised scepticism: How people navigate news on social media. Information, communication & society, 22(12), 1751-1769. FletcherR. & NielsenR. K. (2019). Generalised scepticism: How people navigate news on social media. Information, communication & society, 22(12), 1751-1769.Search in Google Scholar

Latif, D. A. S. A. D., Samad, M. A., Rinawulandari, R., & Kadir, S. A. (2024). Social Media in Shaping Public Opinion Roles and Impact: A Systematic Review. Jurnal Komunikasi: Malaysian Journal of Communication, 40(2), 205-223. LatifD. A. S. A. D.SamadM. A.RinawulandariR. & KadirS. A. (2024). Social Media in Shaping Public Opinion Roles and Impact: A Systematic Review. Jurnal Komunikasi: Malaysian Journal of Communication, 40(2), 205-223.Search in Google Scholar

Xie, Y., Qiao, R., Shao, G., & Chen, H. (2017). Research on Chinese social media users’ communication behaviors during public emergency events. Telematics and Informatics, 34(3), 740-754. XieY.QiaoR.ShaoG. & ChenH. (2017). Research on Chinese social media users’ communication behaviors during public emergency events. Telematics and Informatics, 34(3), 740-754.Search in Google Scholar

Zhu, W., Yan, R., & Song, Y. (2022). Analysing the impact of smart city service quality on citizen engagement in a public emergency. Cities, 120, 103439. ZhuW.YanR. & SongY. (2022). Analysing the impact of smart city service quality on citizen engagement in a public emergency. Cities, 120, 103439.Search in Google Scholar

Wilder-Smith, A., & Osman, S. (2020). Public health emergencies of international concern: a historic overview. Journal of travel medicine, 27(8), taaa227. Wilder-SmithA. & OsmanS. (2020). Public health emergencies of international concern: a historic overview. Journal of travel medicine, 27(8), taaa227.Search in Google Scholar

Burkle Jr, F. M. (2019). Challenges of global public health emergencies: development of a health-crisis management framework. The Tohoku journal of experimental medicine, 249(1), 33-41. Burkle JrF. M. (2019). Challenges of global public health emergencies: development of a health-crisis management framework. The Tohoku journal of experimental medicine, 249(1), 33-41.Search in Google Scholar

Zhang, J., Wang, X., Xie, Y., & Wang, M. (2022). Research on multi-topic network public opinion propagation model with time delay in emergencies. Physica A: Statistical mechanics and its applications, 600, 127409. ZhangJ.WangX.XieY. & WangM. (2022). Research on multi-topic network public opinion propagation model with time delay in emergencies. Physica A: Statistical mechanics and its applications, 600, 127409.Search in Google Scholar

Zhou, Q., & Jing, M. (2020). Multidimensional mining of public opinion in emergency events. The Electronic Library, 38(3), 545-560. ZhouQ. & JingM. (2020). Multidimensional mining of public opinion in emergency events. The Electronic Library, 38(3), 545-560.Search in Google Scholar

Li, S., Liu, Z., & Li, Y. (2020). Temporal and spatial evolution of online public sentiment on emergencies. Information processing & management, 57(2), 102177. LiS.LiuZ. & LiY. (2020). Temporal and spatial evolution of online public sentiment on emergencies. Information processing & management, 57(2), 102177.Search in Google Scholar

Torpan, S., Hansson, S., Rhinard, M., Kazemekaityte, A., Jukarainen, P., Meyer, S. F., ... & Orru, K. (2021). Handling false information in emergency management: A cross-national comparative study of European practices. International journal of disaster risk reduction, 57, 102151. TorpanS.HanssonS.RhinardM.KazemekaityteA.JukarainenP.MeyerS. F. ... & OrruK. (2021). Handling false information in emergency management: A cross-national comparative study of European practices. International journal of disaster risk reduction, 57, 102151.Search in Google Scholar

Kim, K., Lyu, H. S., & Gong, D. Y. (2020). Weeding out false information in disasters and emergencies: information recipients’ competency. International Review of Public Administration, 25(4), 261-278. KimK.LyuH. S. & GongD. Y. (2020). Weeding out false information in disasters and emergencies: information recipients’ competency. International Review of Public Administration, 25(4), 261-278.Search in Google Scholar

Chen, Y., Li, Y., Wang, Z., Quintero, A. J., Yang, C., & Ji, W. (2022). Rapid perception of public opinion in emergency events through social media. Natural hazards review, 23(2), 04021066. ChenY.LiY.WangZ.QuinteroA. J.YangC. & JiW. (2022). Rapid perception of public opinion in emergency events through social media. Natural hazards review, 23(2), 04021066.Search in Google Scholar

Gao, S., Zhang, Y., & Liu, W. (2021). How does risk-information communication affect the rebound of online public opinion of public emergencies in China?. International Journal of Environmental Research and Public Health, 18(15), 7760. GaoS.ZhangY. & LiuW. (2021). How does risk-information communication affect the rebound of online public opinion of public emergencies in China?. International Journal of Environmental Research and Public Health, 18(15), 7760.Search in Google Scholar

Wei-Dong, H., Qian, W., & Jie, C. (2018). Tracing public opinion propagation and emotional evolution based on public emergencies in social networks. International Journal of Computers Communications & Control, 13(1), 129-142. Wei-DongH.QianW. & JieC. (2018). Tracing public opinion propagation and emotional evolution based on public emergencies in social networks. International Journal of Computers Communications & Control, 13(1), 129-142.Search in Google Scholar

Peng, L. J., Shao, X. G., & Huang, W. M. (2021). Research on the early-warning model of network public opinion of major emergencies. Ieee Access, 9, 44162-44172. PengL. J.ShaoX. G. & HuangW. M. (2021). Research on the early-warning model of network public opinion of major emergencies. Ieee Access, 9, 44162-44172.Search in Google Scholar

Ahmed, M. H., Tiun, S., Omar, N., & Sani, N. S. (2022). Short text clustering algorithms, application and challenges: A survey. Applied Sciences, 13(1), 342. AhmedM. H.TiunS.OmarN. & SaniN. S. (2022). Short text clustering algorithms, application and challenges: A survey. Applied Sciences, 13(1), 342.Search in Google Scholar

Abualigah, L., Gandomi, A. H., Elaziz, M. A., Hamad, H. A., Omari, M., Alshinwan, M., & Khasawneh, A. M. (2021). Advances in meta-heuristic optimization algorithms in big data text clustering. Electronics, 10(2), 101. AbualigahL.GandomiA. H.ElazizM. A.HamadH. A.OmariM.AlshinwanM. & KhasawnehA. M. (2021). Advances in meta-heuristic optimization algorithms in big data text clustering. Electronics, 10(2), 101.Search in Google Scholar

Chen, X., Duan, S., & Wang, L. D. (2019). Research on clustering analysis of Internet public opinion. Cluster Computing, 22, 5997-6007. ChenX.DuanS. & WangL. D. (2019). Research on clustering analysis of Internet public opinion. Cluster Computing, 22, 5997-6007.Search in Google Scholar

Hu, C., Liang, Q., Luo, N., & Lu, S. (2023). Topic-Clustering Model with Temporal Distribution for Public Opinion Topic Analysis of Geospatial Social Media Data. ISPRS International Journal of Geo-Information, 12(7), 274. HuC.LiangQ.LuoN. & LuS. (2023). Topic-Clustering Model with Temporal Distribution for Public Opinion Topic Analysis of Geospatial Social Media Data. ISPRS International Journal of Geo-Information, 12(7), 274.Search in Google Scholar

Zou, Y. (2021, October). Construction of hot spot tracking model of university network public opinion based on text clustering. In 2021 IEEE 5th Information Technology, Networking, Electronic and Automation Control Conference (ITNEC) (Vol. 5, pp. 76-80). IEEE. ZouY. (2021, October). Construction of hot spot tracking model of university network public opinion based on text clustering. In 2021 IEEE 5th Information Technology, Networking, Electronic and Automation Control Conference (ITNEC) (Vol. 5, pp. 76-80). IEEE.Search in Google Scholar

Wang, Y., Wang, L., Qi, J., Qian, Z., Xu, B., Lei, C., ... & Cai, H. (2013, December). Improved text clustering algorithm and application in microblogging public opinion analysis. In 2013 Fourth World Congress on Software Engineering (pp. 27-31). IEEE. WangY.WangL.QiJ.QianZ.XuB.LeiC. ... & CaiH. (2013, December). Improved text clustering algorithm and application in microblogging public opinion analysis. In 2013 Fourth World Congress on Software Engineering (pp. 27-31). IEEE.Search in Google Scholar

Yu’e, L. (2023, December). Internet Public Opinion Evolution Model and Simulation Based on Big Data and Grey Clustering Algorithm Under New Media Environment. In International Conference on Big Data and Security (pp. 154-164). Singapore: Springer Nature Singapore. Yu’eL. (2023, December). Internet Public Opinion Evolution Model and Simulation Based on Big Data and Grey Clustering Algorithm Under New Media Environment. In International Conference on Big Data and Security (pp. 154-164). Singapore: Springer Nature Singapore.Search in Google Scholar

CHI, W. (2018). Network Public Opinion Analysis Based on Text Mining. International Joural of Science and Mathematics Education, 5(01), 291-299. CHIW. (2018). Network Public Opinion Analysis Based on Text Mining. International Joural of Science and Mathematics Education, 5(01), 291-299.Search in Google Scholar

Kadyrovna, A. M., Rasulovna, D., & Shavkatovna, A. U. (2020). Syntactic Properties of Publicist Text Titles on the Internet. International Journal of Psychosocial Rehabilitation, 24(3), 451-457. KadyrovnaA. M.RasulovnaD. & ShavkatovnaA. U. (2020). Syntactic Properties of Publicist Text Titles on the Internet. International Journal of Psychosocial Rehabilitation, 24(3), 451-457.Search in Google Scholar

Cai, Y., Wu, X., Xie, X., & Xu, J. (2019, June). A topic mining method for multi-source network public opinion based on improved hierarchical clustering. In 2019 IEEE Fourth International Conference on Data Science in Cyberspace (DSC) (pp. 439-444). IEEE. CaiY.WuX.XieX. & XuJ. (2019, June). A topic mining method for multi-source network public opinion based on improved hierarchical clustering. In 2019 IEEE Fourth International Conference on Data Science in Cyberspace (DSC) (pp. 439-444). IEEE.Search in Google Scholar

Suhaimin, M. S. M., Hijazi, M. H. A., Moung, E. G., Nohuddin, P. N. E., Chua, S., & Coenen, F. (2023). Social media sentiment analysis and opinion mining in public security: Taxonomy, trend analysis, issues and future directions. Journal of King Saud University-Computer and Information Sciences, 101776. SuhaiminM. S. M.HijaziM. H. A.MoungE. G.NohuddinP. N. E.ChuaS. & CoenenF. (2023). Social media sentiment analysis and opinion mining in public security: Taxonomy, trend analysis, issues and future directions. Journal of King Saud University-Computer and Information Sciences, 101776.Search in Google Scholar

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