Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : IJIES (International Journal of Innovation in Enterprise System)

Application of the Naïve Bayes Classifier Algorithm to Analyze Sentiment for the Covid-19 Vaccine on Twitter in Jakarta Ire Puspa Wardhani; Yudi Irawan Chandra; Ferri Yusra
International Journal of Innovation in Enterprise System Vol 7 No 01 (2023): International Journal of Innovation in Enterprise System
Publisher : School of Industrial and System Engineering, Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25124/ijies.v7i01.171

Abstract

The epidemic of a new disease caused by the coronavirus (2019-nCoV), commonly referred to as COVID-19, has been declared a global virus epidemic by the World Health Organization (WHO). President Joko Widodo has officially ratified Presidential Decree No. 99 of 2020 concerning the provision of vaccines and the implementation of vaccination activities. Twitter is a social media platform that allows users to share information and opinions directly with fellow users. Tweets given can be in any form, either positively or negatively, so one of the methods used is sentiment analysis. Sentiment analysis helps determine an opinion or comment on an issue, whether the response is positive or negative. The Naïve Bayes algorithm is used in sentiment analysis because it is suitable for tweets or text data that is not too long or short text. The initial stage of sentiment analysis is text pre-processing which consists of Cleaning, case folding, tokenizing, and stopword removal. Then the data is labeled manually. The analysis results are visualized as bar charts, pie charts, and word clouds. Then the word weighting is carried out using the term frequency-inverse document (TF-IDF), and classification is carried out using the Naïve Bayes classifier. From the test results, the accuracy value of the confusion matrix is 82% from 2600 tweet data with 80% training data composition and 20% test data.
Co-Authors Abdul Hakim Achmad Sarif Adly Hilman Maris Adly Hilman Maris Agus Budi Setyawan Ahmad Ilham Shalaby Ambar Ari Astuti Anak Agung Sri Rahayu Anak Agung Sri Rahayu Anargya Satya Rifisyah Putro Andhi Hariyanto Andri Hidayat Anugrah Ramadhan Bagaskara Aqwam Rosadi Kardian Ariyanto Ariyanto Ariyanto Ariyanto Artha Wulan Dhika Artha Wulan Dhika Awaludin Awaludin Dian Gustina Dian Gustina Dicky Hidayat Diyah Ruri Diyah Rury Irawati Doni R Djafar Doni R. Djafar Eko Tri Asmoro Erick Orlando Eriek Erlando Eriek Orlando Eris Kurniawan Ferri Yusra Finna Rachmania Fitri Sjafrina Harry Busura Harry Zulfikar Heri Iskandar Heri Kiswanto Hilman Adly Maris Imron Maulana Ire Puspa Wardhani Irfan Irfan Fauzy Irfan Fauzy Irfan Irfan Kodsiana Kodsiana Kosdiana Kokoy Rokoyah Kokoy Rokoyah Kosdiana Kosdiana Kosdiana Kosdiana Kosdiana Kosdiana Kosdiana, Kosdiana Kristina Airinia Maria Magdalena Pur Dwiastuti Marti Riastuti Melani Dewi Lusita Minda Mora Purba MMSI SKom Diyah Ruri Irawati MS Harlina MS Herawati Munich Heindari Ekasari Munich Heindari Ekasari Nanang Harianto Nasrul Nasrul Nugroho, Edo Prasetiyo Nur Azis Nur Azis PUTRI SORAYA Putri Soraya Rahmat Hidayat Rahmat Kurniadi Willyadi Rahmat Kurniadi Willyadi rfan Fauzy Risma Rahmalia Fitriani Rudi Atur Samlawi Samlawi Sarah Lanna Zagita Satrio Junianto Prayitno Siska Wulandari Sugeng Prasetyo Nugroho Surya Darma Susi Widayati Sutarno Sutarno Taufik Zulfika Titi Ayem Lestari Untara Untara Wendri Sukmarani Winda Sari Br. Purba Yoestian Abdullah Yudhi Destri Young Yundari, Yundari