eprintid: 28211 rev_number: 15 eprint_status: archive userid: 1636 dir: disk0/00/02/82/11 datestamp: 2023-08-14 09:26:47 lastmod: 2023-08-14 09:26:47 status_changed: 2023-08-14 09:26:47 type: article metadata_visibility: show creators_name: Hasan, Firman Noor creators_id: firman.noorhasan@uhamka.ac.id creators_orcid: 0000-0002-1246-3462 title: (JUTIKOM - S0) - Irwiensyah, Hasan [2023-05-29] ispublished: pub subjects: T1 divisions: 55201 abstract: Cooking oil is a basic need for Indonesian people. Indonesia experienced a shortage of oil in March 2022. This was a hot topic of discussion on social media Twitter last March, many people thought positively or negatively. However behind it all, there are differences in the assessment of parties who feel the pros and cons, various parties have different points of view. In this article, we conduct a sentiment analysis of public responses regarding the scarcity of cooking oil using a dataset obtained from the Twitter digital platform. This article aims to classify tweets related to the scarcity of cooking oil into positive and negative sentiments using a machine learning strategy with the Naive Bayes and lexicon based methods. This algorithm was chosen to make it easier for interested users to compare methods and find out how accurate it is, which is where the level of accuracy obtained from the lexicon method is 42% and the method using the naïve Bayes classifier is 72%. Shows the results of the analysis related to the scarcity of cooking oil for the highest level of accuracy, namely the method that uses the naïve Bayes classifier compared to the method that uses lexicon based date: 2023-05-29 date_type: published publisher: Faculty of Engineering, Universitas Muhammadiyah Prof. Dr. Hamka official_url: https://journal.uhamka.ac.id/index.php/jutikom/article/view/11500 id_number: https://doi.org/10.22236/jutikom.v2i1.11500 full_text_status: public publication: JUTIKOM: Jurnal Teknik Informatika dan Komputer volume: 2 number: 1 pagerange: 18-23 refereed: TRUE issn: 2829-0208 citation: Hasan, Firman Noor (2023) (JUTIKOM - S0) - Irwiensyah, Hasan [2023-05-29]. JUTIKOM: Jurnal Teknik Informatika dan Komputer, 2 (1). pp. 18-23. ISSN 2829-0208 document_url: http://repository.uhamka.ac.id/id/eprint/28211/2/1.%20%20Cover.pdf document_url: http://repository.uhamka.ac.id/id/eprint/28211/1/2.%20%20Editorial%20Team.pdf document_url: http://repository.uhamka.ac.id/id/eprint/28211/3/3.%20%20Daftar%20Isi.pdf document_url: http://repository.uhamka.ac.id/id/eprint/28211/6/4.%20%20Artikel.pdf document_url: http://repository.uhamka.ac.id/id/eprint/28211/4/5.%20%20Bukti%20Hasil%20Cek%20Turnitin.pdf document_url: http://repository.uhamka.ac.id/id/eprint/28211/5/6.%20%20LOA%20-%20Irwiensyah%2C%20Hasan.pdf