Jurnal Ilmiah Ilmu Komputer Banthayo Lo Komputer (BALOK)
Vol 2 No 1 (2023): Edisi Mei 2023

Analisis Sentimen pada Tweets Divisi Humas Polri Dengan Metode Naive Bayes Classifier

Caldiyastovan Mohi (Universitas Ichsan Gorontalo)
Haditsah Annur (Universitas Ichsan Gorontalo)
Roys Pakaya (Universitas Ichsan Gorontalo)



Article Info

Publish Date
31 May 2023

Abstract

News is a story or information about an event that is hotly discussed. It can be utilized by online media to provide updated news to the public. The use of social media among the public in disseminating information is fast so that distance and time are not an obstacle for social media users to be able to receive and access information developments widely without constraints. Twitter is a social media platform that is widely used by individuals, governments, and organizations, including the police, to publish news about related agencies. By applying one of the functions of text mining, namely the Naïve Bayes Classifier to analyze public sentiment towards tweets from the Indonesian Police Public Relations Division’s Twitter account, manually analyzing sentiment on tweets is no longer effective, so a Naïve Bayes Classifier method is needed to automatically analyze sentiment on tweets into positive and negative opinions. So, by using this algorithm, this study gets a fairly high accuracy value. In this study, a high accuracy value of 76% when splitting 10% of testing data and 90% of training data. But when preprocessing and implementing new data in the streamlit framework, it takes up to 1 minute to process the data.

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Journal Info

Abbrev

balok

Publisher

Subject

Computer Science & IT

Description

JOURNAL ILMIAH (Banthayo Lo Komputer) BALOK encompasses all aspects of the latest outstanding research and developments in the field of computer science including; Artificial Intelligence, Software Enginering, Data Mining, Computer Networks, Internet of ...