Time Series Analysis of Online Public Opinions in Colleges and Universities and its Sustainability

被引:15
|
作者
He, Wei [1 ]
Fang, Yuan [2 ]
Malekian, Reza [3 ]
Li, Zhixiong [4 ]
机构
[1] Minjiang Univ, Sch Econ & Management, Fuzhou 350108, Fujian, Peoples R China
[2] Wuhan Univ, Sch Math & Stat, Wuhan 430072, Hubei, Peoples R China
[3] Univ Pretoria, Dept Elect Elect & Comp Engn, ZA-0002 Pretoria, South Africa
[4] Univ Wollongong, Sch Mech Mat Mechtron & Biomed Engn, Wollongong, NSW 2522, Australia
来源
SUSTAINABILITY | 2019年 / 11卷 / 13期
关键词
online public opinions; public hotness sustainability; time series forecasting; LDA topic model; UNION; MEDIA;
D O I
10.3390/su11133546
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
With the quick penetration of Internet applications, online media have become an important carrier of public opinions. The opinions and comments expressed by young college students-one of the most active netizen groups-on the Internet have turned out to be an essential part of the online public opinions in colleges and universities. However, the existing systems generally employ simple statistical methods to analyze the effect of online public opinions on the image and reputation development of colleges and universities without taking account of other factors, such as the hotness characteristics of online public opinions and semantic information. Therefore, on the basis of Public Opinion Hotness Index and time series-based trend analysis, as well as the topics extracted using the latent Dirichlet allocation (LDA) topic model, this study aims to improve the analysis performance on the online public opinions in colleges and universities using short-term trend prediction results. The experience and lessons learned from a real case may provide strong data support and feasible suggestions for colleges and universities in analyzing and guiding the online public opinions.
引用
收藏
页数:17
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