基于Naïve贝叶斯分类器的Traveloka应用情感分析

Ronal Watrianthos, S. Suryadi, Deci Irmayani, M. Nasution, E. F. S. Simanjorang
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引用次数: 15

摘要

Traveloka目前是印尼最受欢迎的创业公司,根据similarweb.com 2019年5月的一份报告,使用智能手机的流量达到78.49%,月访问量达到2892万。根据记录,Traveloka自2014年以来已经下载了1000万次,评分达到4.4分(满分5星)。截至2019年5月,PlayStore上有386646条用户评论,既有正面评论,也有负面评论。然而,有必要用一定的方法来分析总结综述。给出的每条评论都会在收集后得出结论,情感分析将提供一定时期内Traveloka应用程序的用户体验。本研究使用NaïveBayes分类器方法,根据playstore的评论来确定服务质量。本研究的目的是通过对服务质量的测量,找出用户的感知,从而为Traveloka改善服务提供评价。研究表明,在这一时期,舆论产生的负面情绪的Vmap值为0.31020,大于正面情绪的Vmap值0.16132。
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Sentiment Analysis Of Traveloka App Using Naïve Bayes Classifier Method
Traveloka is currently the most popular startup in Indonesia with share traffic reaching 78.49% using smartphone and monthly visits whichreached 28.92 million based on a report in similarweb.com in May 2019. Traveloka, based on record, has been downloaded 10 million times since 2014with rating reaches 4.4 out of 5 stars. As of May 2019, there were 386,646 reviews from users in the PlayStore, ranging from positive and negativereviews. However, it is necessary to analyze with certain methods to summarize the review. Every review given will get a conclusion after collected, andsentiment analysis will provide user experiences from the Traveloka application within certain period. This research was conducted using the NaïveBayes Classifier method based on a review from the playstore to determine service quality. The purpose of this study is to find out the perceptions ofusers based on the measurement of service quality so that the results can be an evaluation for Traveloka in improving services. Studies show that duringthis period public opinion produced negative sentiments with Vmap value of 0.31020 greater than positive sentiment with a value of 0.16132.
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