ABSTRACT
This research takes sudden scientific public opinion events as the research object, and constructs a public opinion map using LDA, network analysis, and Sankey diagrams. Through methods such as topic division, latent semantic association, and semantic flow, the influence of key words on topics in scientific public opinion is analyzed. The flowing associated words are associated with the source of propagation, and the evolution of scientific communication paths is displayed using knowledge graph visualization. Optimized strategies are proposed for semantic ambiguity, displacement of intermediate nodes, and key user nodes discovered in scientific communication.
- Shijing Huang, Chuanhui Wu, Qinjian Yuan, and Jingran Xia. 2022. Research on the Temporal and Spatial Evolution of Public Opinion in Public Health Emergencies Based on Sentiment Analysis. Information Science, 06(40), 149–159. https://doi.org/10.13833/j.issn.1007-7634.2022.06.019.Google ScholarCross Ref
- Jinling Jiang, Weibo's Revenue Reached US$2.26 Billion in 2021, and Its User Magnitude and Activity Have Increased. (2022, March 3). JIEMIAN. https://baijiahao.baidu.com/s?id=1726274843200311246&wfr=spider&for=pc.Google Scholar
- Weibo Hot Search Search Engine. (2022, October 25). Sina Weibo. https://weibo.zhaoyizhe.com.Google Scholar
- Jiangbin Jin, Sujia Jiang, and Anfan Chen. The Effect of Science Communication on New Media Platforms: A Study Based on WeChat Public Accounts. (2017). Journal of China University of Geosciences (Social Science), 217, 13. https://doi.org/10.16493/j.cnki.42-1627/c.2017.02.012.Google ScholarCross Ref
- Di Zhang, Tong Tong, and Zhen Shi. The Effect of Science Communication on New Media Platforms: A Study Based on WeChat Public Accounts. (2021). Chinese Journal of Journalism & Communication, 2, 107–122. https://doi.org/10.13495/j.cnki.cjjc.2021.03.006.Google ScholarCross Ref
- Boyd&Ellison,2007;Boykoff,2011;Gieryn,1999;Spartz,Su,Griffin,Brossard&Dunwoody,2015. https://doi.org/10.13366/j.dik.2015.01.116.Google ScholarCross Ref
- Zefei Lin, and Shiyan Ou. Research on Chinese Named Entity Linking Method for Multi-Feature Fusion. (2019). Information Science, 01, 68–78.Google Scholar
- Jinghao Chen, and Gang LI. The Process of Disseminating Online Public Opinion in Online Media for Public Emergencies. (2015). Document,Information & Knowledge, 01, 116–123. https://doi.org/10.13366/j.dik.2015.01.116.Google ScholarCross Ref
- Lancheng Wang, and Guozhe Lou. Research on Network Public Opinion Management Method and Practice Based on Knowledge Graph. (2020). Information Studies:Theory & Application, 06, 97–101. https://doi.org/10.16353/j.cnki.1000-7490.2020.06.015.Google ScholarCross Ref
- Collins, R. (2017). INTERACTION RITUAL CHAINS. The Commercial Press.Google Scholar
- Jingqun Fan, Pengpeng Jia, Feng Zhang, and Guangmang Peng. Research on the Propagation Pattern of Controversial Scientific Topics on Social Media: A Case Study of Sina Weibo in the “Golden Rice Incident.” (2013). Journalism & Communication, 11, 106–116+128.Google Scholar
- Huajie Liu. (2009). Three Models and Three Stages of Science Communication. Studies on Science Popularization, 02(4), 10–18. https://doi.org/10.19293/j.cnki.1673-8357.2009.02.003.Google ScholarCross Ref
- Dapeng Wang, Hepeng Jia, Ou Wu, and Qi Zhong. New Momentum of Science Communication in the Era of Online Self-Media: Taking “Internet Celebrity” Scientists as an Example. (2018). Journalism Review, 10, 47–56. https://doi.org/10.16057/j.cnki.31-1171/g2.2018.10.010.Google ScholarCross Ref
- Wanlian Li, and Hanguang Gao. Research on the Mechanism of Generating Public Opinion Heat in the Network of Public Emergencies: A Qualitative Comparative Analysis of Fuzzy Set Based on 48 Cases. (2020). Journal of Information, 39(7), 7.Google Scholar
- Peiyou Chen, and Tiantian Hou. Research on Public Opinion Risk Early Warning of Social Network Based on ANP-Gray Fuzzy Social Network: Taking “Chongqing Bus Crashing Incident” as an Example. (2019). Information Science, 05, 115–120. https://doi.org/10.13833/j.issn.1007-7634.2019.05.019.Google ScholarCross Ref
- Jelodar H , Wang Y , and Yuan C. Latent Dirichlet allocation (LDA) and topic modeling: models, applications, a survey. (2019) Springer US. 11.Google Scholar
- Wan J. Topic Model Based on MixtureLDA in Microblog Platform. (2017). Journal of Nanjing Normal University (Engineering and Technology Edition).Google Scholar
- Yu Zhang. Research on Network Public Opinion from the Perspective of Complexity Science. (2018). Youth Journalist, 14, 4–5. https://doi.org/10.15997/j.cnki.qnjz.2018.14.002.Google ScholarCross Ref
- Tingting Jiang, Weidong Xiao, Chong Zhang, and Fu Ge. Text Visualization Method of Time Series Based on Sankey Diagram. Application Research of Computers 33, no. 9 (2016): 2683–2687+2692.Google Scholar
- Shuiping Liu, Yuanyuan Liang. Psychology of Rumor. (2003). Liaoning Publish.Google Scholar
- Hongmei Bao. Science Communication Research in the New Media Environment. (2020). Inner Mongolia Social Sciences, 04, 199–205. https://doi.org/10.14137/j.cnki.issn1003-5281.2020.04.027.Google ScholarCross Ref
- Hongyu Wan, Jidong Zhao, and Wenhao Liu. Research on Academic Information Dissemination Mode from the Perspective of Social Media. (2020). Library Theory and Practice, 03, 79–84+117.Google Scholar
- Huihui Han, Weitao Li, Jianping Wang, Dian Jiao, and Baishun Sun. Encoding—Semantic Segmentation of Decoding Structures. (2020). Journal of Image and Graphics, 02, 255–266.Google Scholar
- Paul F. Lazarsfeld, Bernard Berelson, and Hazel Gaudet. The People’ s Choice. How the Voter Makes up His Mind in a Presidential Campaign. (2012). China Renmin University Press.Google Scholar
- Xiaojing Lu, and Yongchun Yao. The Problems and Countermeasures of Integrated Media Communication from the Perspective of “Gatekeeper” Theory: Taking Douyin News Short Videos as an Example. (2021). View on Publishing, 19, 74–77. https://doi.org/10.16491/j.cnki.cn45-1216/g2.2021.19.019.Google ScholarCross Ref
- Guoyan Wang, Yuqin Yang, and Xinyi Jin. Scientists in Science Communication: Value, Relationships and Empowerment. (2022). Studies in Science of Science, 10, 1729–1736.Google Scholar
- Finch D.Deephouse D, and Varella P. Examining an Individual's Legitimacy Judgement Using the Value-Attitude System: The Role of Environment and Economic Values and Source Credibility. (2015). Journal of Business Ethics, 02(127), 256–281.Google Scholar
Index Terms
- Research on the Sudden Scientific Public Opinion Theme Map and Science Communication Path Method in the Sina Weibo: Case on "2022 Nobel Prize in Physics"
Recommendations
Identifying Opinion Sentences and Opinion Holders in Internet Public Opinion
ICICEE '12: Proceedings of the 2012 International Conference on Industrial Control and Electronics EngineeringIn this paper, we propose to automatic identify opinion sentences and opinion holders in Internet Public Opinion. We established a series of related resources to opinion analysis, such as opinion operator set etc. Based on these related resources, we ...
Spreading mechanism of Weibo public opinion phonetic representation based on the epidemic model
AbstractPublic opinion is the abbreviation of public ideas, which is the sum of the beliefs, attitudes, opinions and emotions expressed by the masses about various phenomena in the society. Network public opinion is not only the mapping of public opinion ...
Identifying breakpoints in public opinion
SOMA '10: Proceedings of the First Workshop on Social Media AnalyticsWhile polls are traditionally used for observing public opinion, they provide a point snapshot, not a continuum. We consider the problem of identifying breakpoints in public opinion, and propose using micro-blogging sites to capture trends in public ...
Comments