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Jaman, Jajam Haerul
Universitas Singaperbangsa Karawang
Religion Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Mathematics Mechanical Engineering Public Health Social Sciences Other

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Journal : JURNAL MEDIA INFORMATIKA BUDIDARMA

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Analisis Sentimen Pada Isu Vaksin Covid-19 di Indonesia dengan Metode Naive Bayes Classifier Fitria Septianingrum; Jajam Haerul Jaman; Ultach Enri
JURNAL MEDIA INFORMATIKA BUDIDARMA Vol 5, No 4 (2021): Oktober 2021
Publisher : STMIK Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/mib.v5i4.3260

Abstract

The Covid-19 pandemic that has occurred in Indonesia and even in the world has not yet ended. Various efforts have been made by the Indonesian government to minimize the spread of this virus, such as the implementation of a lockdown, Large-Scale Social Restrictions (PSBB), a ban on going home during the Eid al-Fitr holiday, and so on. One of the new policies issued by the government is the vaccination program, where the government has started implementing the program since early 2021 for the people of Indonesia, which aims to increase antibodies to avoid exposure to the Covid-19 virus. To find out opinions, comments, or feedback given by the public on this new policy, sentiment analysis can be done. The process of this sentiment analysis includes data collection, namely the crawled tweet data originating from the Twitter social media. The data is then selected for further pre-processing stage so that the data is clean and ready for classification. Furthermore, sentiment weighting is carried out for data labeling using a lexicon dictionary and negative words. Then after that, the terms or words are weighted with tf-idf and followed by the feature selection process using Information Gain. Furthermore, the classification process is carried out using the Naive Bayes Classifier algorithm to classify the data into 3 classes, namely positive, negative, and neutral sentiments. The results of this study are to produce a model accuracy rate of 78%, recall 80%, and an AUC score of 0.904.
Co-Authors Abdul Mufti Abdul Mufti Aditya Rizky Sanjaya Adrian Mangatar Affani Putri Riyandoro Agung Susilo Yuda Irawan Ahmad Ray Septa Firdaus Ahzka Nabbilah Tuzzahrah Alex Mulyana Almira Zahra Alpin Apriliansyah Mohsa Amelia Isnanda Ananda, Tri Darma Annabella Dian Dameria Sinambela Aprilia, Dita Aries Suharso Arif Imam Suroso Arip Solehudin Armeilia, Rida Carudin Carudin, Carudin Chaerur Rozikin Chandraditio, Ramadhan Desviana, Alyssa Devi Fitriani Maulana Dikky Setiyanto Dwi Ely Kurniawan Fadhillah, Octavia Salwa Dzaky Fadilah, Frido Firman Fajar Mulyana Fawzy Muhammad Bayfurqon Fazrin Meila Azzahra Sofyan Fifa Latifah, Umi Fiqri Faturrian, Muhammad Fitria Septianingrum Fitriana Destiawati Fitriana Destiawati Fitrianida Lutfiajati Pradhyani, Anisa Fitrianti, Ika Garno . Garno Garno Garno, G. garno, Garno Garno, Garno Hafiz Firdaus Hakim, Rijal Abdul Hamidah, Khoirunnisa Hapipah, Nur Harry Dhika, Harry Herlin Apriani Heryana, Nono Hopi Siti Hopipah Iip Supiyani Ilham Fitrahriansyah Intan Purnamasari Iqbal Maulana Irman Hermadi Iwan Hermawan Juardi, Didi Khaerunisa, Salsa Kurniadewi, Herwinda Lenteraningati, Anggun Liawati Liawati Lidya Ningsih Maesaroh, Maya Marselina, Sonia Maulana, Asyifa Mayasari, Rini Miftah Fauzy Alvaruqi Miftahussalamah, Dwi Mufid, Tsaqif Mu'tashim Muhamad Arya Fadila Muhammad Haikal Muhammad Samsul Ma'arif Mulyana, Alex Naufal Ibnu Salam Novia Indriyani Puji Astuti Nugroho, Rosyid Eko Nur Maelani Asih Nur Padilah, Tesa Nurhidayat Nurhidayat Oktia Dita Padilah, Tesa Nur Pamungkas, Wisnu Yogi Praditya Putri Utami Pratama, Okta Puput Silva Rosiana Rafliansyah Putra Rahmi, Hayatul Raisya Rahma Ramadani, Daffa Tama Ramona Purwa Novitri, Suci Rifky Maulana Rijal Abdulhakim Rini Mayasari Riza Ibnu Adam Riza Ibnu Adam, Riza Ibnu Rizal Fadilah Rizkyawan, Hafil Rizwan, Ivan Rozikin, Chaerur Salsabila, Farras Siregar, Amril Mutoi Sofi Defiyanti Surya Prabu Al Amin, Sinar Syah Adi Fahlevi Syifa Fauziyah, Syifa Tesa Nur Padilah Ultach Enri Ultach Enri Vicky Chandra Wahyuningrum Ayu Yaspin Andika Muhamad Nur Cholis Yayan Gustiana Yuazijah, Afiva Yurike Oktavirani Yuyun Umaidah Yuyun Umaidah Yuyun Umaidah Zahra, Vanissa Fatimatul