IICS
Vol. 4 No. 1 (2023): SEMNASTIK 2023

Sentiment Analysis of Bjorka Hacker Using the Naive Bayes and C.45 Algorithms

Wowon Priatna (Universitas Bhayangakara Jakarta Raya)
Eka Nur A’ini (Bhayangkara University of Jakarta)
Joni Warta (Bhayangkara University of Jakarta)
Agus Hidayat (Bhayangkara University of Jakarta)
Tyastuti Sri Lestari (Bhayangkara University of Jakarta)
Rasim (Bhayangkara University of Jakarta)



Article Info

Publish Date
19 Dec 2023

Abstract

 In 2023, Indonesia was again devastated by a hacker known as Bjorka. Bjorka did not act just once or twice; every time, Bjorka made the entire Indonesian population proud. The 19 million BPJS Employment data belonging to the Indonesian people that Bjorka hacked is the BPJS Employment data belonging to the Indonesian people that Bjorka hacked. Since the release of the Bjorka story, there has been a surge in the number of people criticizing it on social media, particularly Facebook, so the criticism or opinions can be used to conduct sentiment analysis. Based on this, developing a method that can automatically classify beliefs into positive and negative categories through sentiment analysis is necessary. The sentiment analysis process begins with data preprocessing, followed by keyword analysis using the TF-IDF method, algorithm development, and analysis of classification results. The data classification methods used in this study are Naive Bayes and C4.5. The data will be analyzed using text mining and classified using the Naive Bayes and C4.5 algorithms. Based on the results of the tests, the best classification was achieved by Nave Bayes, with a score of 70 percent for the C4.5 algorithm and 68 percent for the C4.5 algorithm. The Nave Bayes algorithm can predict up to 70% data transmission rates for both positive and negative signals.

Copyrights © 2023






Journal Info

Abbrev

conferenceseries

Publisher

Subject

Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education

Description

IAIC International Conference Series (IICS) managed by Indonesian Association on Informatics and Computing (IAIC) and supported by Alphabet Incubator . All URL of published articles will have a digital object identifier (DOI). The open-access IAIC International Conference Series provides a fast, ...