印尼人如何看待伊斯兰教?使用机器学习的情感分析

Yan Putra Timur, Ririn Tri Ratnasari, Anwar Allah Pitchay, Usman Jamilu
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引用次数: 0

摘要

< <em>本研究旨在确定在印度尼西亚与waqf主题的Twitter对话中最受欢迎的话题和词汇。本研究亦旨在识别印尼网民对waqf的看法与情绪。本研究在橙色数据挖掘的帮助下,采用定性方法和情感分析方法。使用的数据是2023年4月10日至2023年4月24日Twitter上的推文。研究人员使用关键词“Wakaf”获得了1000条推文。研究结果表明,“Wakaf”、“Masjid”和“Tanah”是推特上关于waqf话题讨论中最常出现的三个词。这三个词指的是印度尼西亚人,在那里,大多数人以指定为清真寺的土地的形式捐赠了他们财富的一部分。在社交媒体上,Twitter以快乐情绪表现的中性情绪为主,占总推文的76.37%。Waqf管理机构可以加大使用社交媒体的力度,在募集Waqf捐赠以及管理和分配Waqf基金收益给maquf alaih的相关活动中进行宣传,以增加透明度,提高Waqf管理机构的可信度。< </p>
本文章由计算机程序翻译,如有差异,请以英文原文为准。
What Do Indonesian Think About Waqf? A Sentiment Analysis Using Machine Learning

This study aims to identify the most popular topics and words in conversations on Twitter with the topic of waqf in Indonesia. This study also aims to identify the sentiments and emotions of netizens about waqf in Indonesia. This study uses a qualitative method with a sentiment analysis approach with the help of Orange Data Mining. The data used are tweets from Twitter taken from April 10, 2023, to April 24, 2023. Researchers used the keyword "Wakaf" to get 1,000 tweets. The results of the study show that the words "Wakaf," "Masjid," and “Tanah" are the three words that most often appear in discussions on the topic of waqf on Twitter. These three words refer to the people in Indonesia, where the majority donate part of their wealth in the form of land designated as a mosque. On social media, Twitter is dominated by tweets with neutral sentiments shown by happy emotions, as much as 76.37% of the total tweets. Waqf management institutions can increase the intensity of using social media in publicizing activities related to collecting waqf donations and managing and distributing the benefits of waqf funds to mauquf alaih as a form of transparency to increase the credibility of waqf management institutions.

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