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Identification-Dissemination-Warning: Algorithm and Prediction of Early Warning of Network Public Opinion

Published: 16 August 2023 Publication History

Abstract

In order to better monitor public opinion, this study reviews how the existing thesis work theoretically and practically from the interdisciplinary perspective of communication and computer science and then proposes a new vision under the framework of “identification-dissemination-warning”. Real-life applications include news reports and social media in data collection, emphasizing attitude analysis, building an evaluation system that consisted of four parameters, i.e., event, dissemination, status, and response, determine how serious an emergency is based on how fast public opinion will deteriorate and provide response guidance accordingly. On the theoretical front, this study takes into account the inter-influence between different parameters and optimize semantic analysis, emergency grading and nonlinear processing with the help of Bayesian network, hierarchical network models, grey relational analysis, latent semantic analysis and BP neural network.

References

[1]
Sun Zhuo, Zhao Hong, Wang Zongshui. 2021. Analysis on the Association and Evolution Path of Internet Public Opinion. J. Library and Information Service( (April 2021),143-154.
[2]
Xu Jinghong, Li Yuxiao,Fang Bingxing, Liu Ying. 2010. Generation and Management of Network public opinion in Unconventional Emergencies. J.Contemporary Communication ( July 2010), 41-43.
[3]
Liu Yi. 2007. Introduction to the Research of Network Public Opinion. Tianjin Renmin Press.
[4]
Xie Yungeng, Rong Ting . 2011. Generation and Evolution Mechanism of Microblog Public Opinion and Public Opinion Guidance Strategy J. Modern Communication( May 2011), 70-74.
[5]
Xie Kefan, Zhao Shi, Chen Gang. 2010. Research on Lifecycle Principle and Group Decision-making of Network Public Sentiment Emergency. J. Journal of Wuhan University of Technology(August, 2010), 482-486. .2010 .04 .006.
[6]
Gu Mingyi, Zhou Renwei. 2009. A Research on Social Network Information Distribution Pattern with Internet Public Opinion Formation. J. Journalism & Communication( October 2009), 67-73.
[7]
Li Gang, Dong Di. 2011. Analysis and Research on the Communication Process of Enterprise Internet Public Opinion Based on Web2. J. Information Science(December 2011), 1810-1814.
[8]
Li Biao. 2011. Communication Phase and Its Threshold of Network Events: 34 Network Events in 2010 as an Example. J. Chinese Journal of Journalism & Communication(October 2011), 22-27.
[9]
Wang Ning, Zhao Shengyang, Shan Xiaohong. 2019 . Method of Network Public Opinion Prediction and Grading Based on Grey System Theory . J. Information studies: Theory & Application(September 2019), 120-126.
[10]
BI Dianjie, Zhang Zizhen, Yu Yonghong, Zhang Lin.2016. Early-warning of Network Public Opinion Model Based on Modified Elman Neural Network . J. Journal of Hebei Normal University of Science & Technology(September 2016), 10-15. 3969/J. ISSN.167 2-7983. 2016. 03. 002.
[11]
Sun Lingfang, Zhou JiaboLin, Weijian, Hou Zhilu, Xu Feng.2014. On Network Public Opinion Crisis Early Warning Based on the BP Neural Network and Genetic Algorithm. J. JOURNAL OF INTELLIGENCE(November 2014), 18-24.DOI 10.3969/j.issn.1002-1965.2014.11.004
[12]
Zheng Erte, Yang Yichen, LI Zan, Fu Huizhen. 2021. Research on News in Public Health Emergencies Based on Topic Identification and Emotion Analysis. J. Journal of Library and Information Science(April 2021), 61-71.
[13]
Liu Hongjie. 2010. Research on Emergency Response Mechanism. PhD Thesis, Minzu University of China.
[14]
Liu Yingjie, Huang Wei, Li Rui. 2016. Research on Constructing Emotional Dimension Model of Public Opinion Information in Big Data Network Environment. J . Information Studies: Theory & Application(April 2016), 32-35.
[15]
Ma Junhong. 2018. Evaluation of Online Public Opinion Topic and Early Warning of Public Opinion. In 2018 8th International Conference on Applied Science, Engineering and Technology (ICASET 2018) (pp. 110-113). Atlantis Press.
[16]
Liu Zhiming, Liu Lu.2013. Public Negative Emotion Model in Emergencies Based on Aging Theory. J. Journal of Industrial Engineering and Engineering Management(January 2013), 15-21.

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        PRIS '23: Proceedings of the 2023 5th International Conference on Pattern Recognition and Intelligent Systems
        July 2023
        123 pages
        ISBN:9781450399968
        DOI:10.1145/3609703
        Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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        Published: 16 August 2023

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        Author Tags

        1. Data Collection and Processing
        2. Identification-Dissemination-Warning
        3. Influencing Factors

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