International Journal of Ethno-Sciences and Education Research
Vol 3, No 3 (2023)

Comparative Analysis of Community Sentiment Against the Implementation of Booster Vaccination in Indonesia Using the K-Nearest Neighbor and Naïve Bayes Classifier Methods

Budiman Budiman (Faculty of Technology and Informatics Universitas Informatika dan Bisnis Indonesia, Bandung, Indonesia)
Wulandari Wulandari (Faculty of Technology and Informatics Universitas Informatika dan Bisnis Indonesia, Bandung, Indonesia)
Chairul Habibi (Faculty of Technology and Informatics Universitas Informatika dan Bisnis Indonesia, Bandung, Indonesia)



Article Info

Publish Date
06 Jul 2023

Abstract

Sentiment analysis is a person's opinion or view of a particular object that produces positive, negative, or neutral sentiments. The government's effort during the COVID-19 pandemic is to call for the implementation of a booster vaccination program to the public. Based on this, it produces several public sentiments, some of which are uploaded on the Twitter social media platform, which generate positive and negative sentiments. To find out the classification of public sentiment, the researchers carried out calculations using the K-Nearest Neighbor and Naïve Bayes Classifier methods. Based on the calculation results, it was found that the public sentiment was positive at 98% and negative at 2%. This means that the community is enthusiastic and supports the booster vaccination program. Then the comparison based on the calculation results, namely the K-Nearest Neighbor method with a K value of 3 resulting in an accuracy calculation of 97.33% and using the Naïve Bayes Classifier method, an accuracy calculation of 97.35% can be generated. So it can be seen that using the Naïve Bayes Classifier method has a higher accuracy than the K-Nearest Neighbor method. 

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Journal Info

Abbrev

ijeer

Publisher

Subject

Religion Humanities Education Languange, Linguistic, Communication & Media Mathematics Transportation Other

Description

Ethno-science is as an attempt "to recast what serves as science to others, their practice of taking care of themselves and their bodies, their botanical knowledge, but also the form of their classification, making connections, etc. Educational research is a systematic attempt to gain a better ...