| Title | From Sentiment to Well-Being: Internet Users in an Uncertain and Risky Environment |
| Creator | |
| Date Issued | 2020 |
| Conference Name | The Third International Conference on Machine Learning for Cyber Security (ML4CS 2020) |
| Source Publication | Machine Learning for Cyber Security: Third International Conference, ML4CS 2020, Guangzhou, China, October 8–10, 2020, Proceedings, Part III (Lecture Notes in Computer Science, volume 12488)
 |
| Editor | Xiaofeng Chen, Hongyang Yan, Qiben Yan, Xiangliang Zhang |
| ISBN | 9783030624620 |
| ISSN | 0302-9743 |
| Volume | 12488 LNCS |
| Pages | 496-502 |
| Conference Date | October 8–10, 2020 |
| Conference Place | Guangzhou, China |
| Publication Place | Cham |
| Publisher | Springer |
| Abstract | This research is to investigate emerging perspectives on online user well-being and provide a new metric to capture this construct by using machine learning based sentiment analysis. In study 1, a corpus was compiled consisting of over 10,000 online reviews (in Chinese) collected from an online forum with Huawei's Smart Watch users. In study 2, a sentiment analysis was conducted and the online reviews were rated by college students in southern China. The factor analysis and text analytics indicate that the new metric captures the concept of community member well-being, and the corpus can by used to predict well-being in the virtual community context. |
| Keyword | Factor analysis Sentiment analysis Well-being |
| DOI | 10.1007/978-3-030-62463-7_46 |
| URL | View source |
| Language | 英语English |
| Scopus ID | 2-s2.0-85097176447 |
| Citation statistics | |
| Document Type | Conference paper |
| Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/11518 |
| Collection | Beijing Normal-Hong Kong Baptist University |
| Corresponding Author | Zhan, Ge |
| Affiliation | 1.Shenzhen Pianpian Technology,Shenzhen,China 2.College of Management,and Greater Bay Area International Institute for Innovation,Shenzhen University,Shenzhen,China 3.Beijing Normal University-Hong Kong Baptist University United International College,Zhuhai,China |
| Recommended Citation GB/T 7714 | Zhan, Ge,Geng, Shuang,Wang, Ruowen. From Sentiment to Well-Being: Internet Users in an Uncertain and Risky Environment[C]//Xiaofeng Chen, Hongyang Yan, Qiben Yan, Xiangliang Zhang. Cham: Springer, 2020: 496-502. |
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