管理学报
  Jun. 27, 2025
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The Internet Financial Supervision Implications of the “Ant Financial”Event:Based on the Mining of Web Comment Text
XIA Yu,GUO Fengjun,WEI Mingxia,FANG Lei
1. Henan University of Technology, Zhengzhou, China; 2. Nankai University, Tianjin, China

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Abstract  Taking the network comments triggered by “Ant Financial” event as samples, this study draws on the life cycle theory to divide the comments development stages, uses word cloud and semantic network for text feature visualization and correlation analysis, and investigate the evolution trends and characteristics of the comment topics at each stage based on the LDA model and semantic sentiment analysis, so as to explore the meaning of Internet financial supervision. The research shows that related comment topics have their own focus at different stages, but the overall characteristics are gradually refined and deepened. The topics of “platform monopoly” and “data protection” are the most prominent. The expanded scope of regulatory participants also becomes the main focus. In addition, the emotional tendency of comments in the outbreak and calm stage is most likely to change. To this end, Internet financial supervision should focus on platform anti-monopoly, user data protection, and multi-subject cooperative supervision. At the same time, the guidance of Internet financial public opinion in the outbreak and calm stage should also be focused on.
Key wordsnetwork comment      life cycle      text mining      social semantic network      LDA      supervision implication     
Received: 27 May 2021     
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XIA Yu
GUO Fengjun
WEI Mingxia
FANG Lei
Cite this article:   
XIA Yu,GUO Fengjun,WEI Mingxia等. The Internet Financial Supervision Implications of the “Ant Financial”Event:Based on the Mining of Web Comment Text[J]. Chinese Journal of Management, 2022, 19(1): 119-.
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http://manu68.magtech.com.cn/Jwk_glxb/EN/     OR     http://manu68.magtech.com.cn/Jwk_glxb/EN/Y2022/V19/I1/119
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