Risks prevention and control of university online public opinion based on data clustering algorithm

Yuxiang Zou
{"title":"Risks prevention and control of university online public opinion based on data clustering algorithm","authors":"Yuxiang Zou","doi":"10.1109/IMCEC51613.2021.9482243","DOIUrl":null,"url":null,"abstract":"The risk of online public opinion continues to exist after the epidemic. This paper proposes an information clustering method based on cloud computing to build a risk prevention and control model of online public opinion in colleges and universities. Firstly, a measurement model of network public opinion similarity is constructed, and a method to determine the optimal threshold of public opinion clustering is designed. Secondly, the public opinions on the same topic are clustered according to the similarity between opinions and the determined clustering threshold. Finally, using the parallel computing ability of cloud computing, public opinions on different topics can be gathered quickly and accurately to provide data support for the risk prevention and control of public opinions in universities. The experimental results show that this method can quickly obtain the public opinion on the network of colleges and universities, and has a high clustering accuracy. Therefore, this method can provide some support for the real-time monitoring of online public opinion in colleges and universities.","PeriodicalId":240400,"journal":{"name":"2021 IEEE 4th Advanced Information Management, Communicates, Electronic and Automation Control Conference (IMCEC)","volume":"55 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-06-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 4th Advanced Information Management, Communicates, Electronic and Automation Control Conference (IMCEC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IMCEC51613.2021.9482243","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

The risk of online public opinion continues to exist after the epidemic. This paper proposes an information clustering method based on cloud computing to build a risk prevention and control model of online public opinion in colleges and universities. Firstly, a measurement model of network public opinion similarity is constructed, and a method to determine the optimal threshold of public opinion clustering is designed. Secondly, the public opinions on the same topic are clustered according to the similarity between opinions and the determined clustering threshold. Finally, using the parallel computing ability of cloud computing, public opinions on different topics can be gathered quickly and accurately to provide data support for the risk prevention and control of public opinions in universities. The experimental results show that this method can quickly obtain the public opinion on the network of colleges and universities, and has a high clustering accuracy. Therefore, this method can provide some support for the real-time monitoring of online public opinion in colleges and universities.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于数据聚类算法的高校网络舆情风险防控
疫情过后,网络舆论风险依然存在。本文提出一种基于云计算的信息聚类方法,构建高校网络舆情风险防控模型。首先,构建网络舆情相似度度量模型,设计确定舆情聚类最优阈值的方法;其次,根据意见之间的相似度和确定的聚类阈值对同一话题的公众意见进行聚类;最后,利用云计算的并行计算能力,可以快速、准确地收集不同话题的舆情,为高校舆情风险防控提供数据支持。实验结果表明,该方法能够快速获取高校舆情信息,具有较高的聚类精度。因此,该方法可以为高校网络舆情的实时监测提供一定的支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
The HT-TBD Algorithm for Large Maneuvering Targets with Fewer Beats and More Groups Key Technologies of Heterogeneous System General Data Service based on Virtual Table Research on Plant Disease Detection Technology Based on Wireless Sensor Network Leaf Segmentation Algorithm Based on Improved U-shaped Network under Complex Background Research on Anti-jamming Simulation based on Circular Array Antenna
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1