基于支持向量机的情绪分析在处理COVID-19大流行中映射公众对DKI雅加达州长政策反应的评估技术

B. S. Rintyarna, Wahyu Nurkholis Hadi Syahputra, T. A. Cahyanto, Riska Nur Maulida
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引用次数: 0

摘要

自冠状病毒爆发或称为COVID-19在世界各地蔓延以来,特别是在印度尼西亚。雅加达DKI省长发布了几项政策以应对COVID-19的传播。然而,这一政策在Youtube等社交媒体上引发了热议。通过观众在评论栏的互动,给出大量积极和消极的情绪评论,利用评论的情绪分析技术对观众的反应进行分类,找出每条评论的情绪是积极的,消极的,中性的。在本研究中,数据取自新闻视频评论。使用的方法是支持向量机,选择特征使用术语频率-逆文档频率(TF-IDF)。所使用的数据共计945个印尼语评论。通过在预处理阶段a中加入停止表,得到了准确的结果。
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Assessing Technique For Mapping Public Response To DKI Jakarta Governor Policy In Handling COVID-19 Pandemic Using SVM BASED Sentiment Analysis
Since the coronavirus outbreak or known as COVID-19 spread throughout the world, especially in Indonesia. The Governor of DKI Jakarta issued several policies to deal with the spread of COVID-19. However, this policy has become a conversation on social media such as Youtube. Through audience interaction in the comments column, giving lots of positive and negative sentiment comments, the audience response is classified using the sentiment analysis technique of comments to find out which sentiments are positive, negative, and neutral for each comment. In this study, the data were taken from news video comments. The method used is the Support Vector Machine and the selection feature uses the Term Frequency-Inverse Document Frequency (TF-IDF). The data used amounted to 945 Indonesian language comments. Accurate results obtained by using the addition of a stoplist at the preprocessing stage a.
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来源期刊
International Journal of Applied Science and Engineering
International Journal of Applied Science and Engineering Agricultural and Biological Sciences-Agricultural and Biological Sciences (all)
CiteScore
2.90
自引率
0.00%
发文量
22
期刊介绍: IJASE is a journal which publishes original articles on research and development in the fields of applied science and engineering. Topics of interest include, but are not limited to: - Applied mathematics - Biochemical engineering - Chemical engineering - Civil engineering - Computer engineering and software - Electrical/electronic engineering - Environmental engineering - Industrial engineering and ergonomics - Mechanical engineering.
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