Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Computer Networks, Architecture and High Performance Computing

Sentiment Analysis of Twitter Cases of Riots at Kanjuruhan Stadium Using the Naive Bayes Method Bryan Jerremia Katiandhago; Akhmad Mustolih; Wachyu Dwi Susanto; Pungkas Subarkah; Chendri Irawan Satrio Nugroho
Journal of Computer Networks, Architecture and High Performance Computing Vol. 5 No. 1 (2023): Article Research Volume 5 Issue 1, January 2023
Publisher : Information Technology and Science (ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/cnahpc.v5i1.2196

Abstract

Sentiment analysis is a process carried out to analyze opinions, sentiments, judgments, and emotions from the riot case at the kanjuruhan stadium. The purpose of this research is to find out public opinion about the tragedy that is currently happening at the Kanjuruhan Stadium. the data was obtained from social media Twitter using the Twitter API, then after that, an analysis was carried out. data from the results of the analysis will be classified using the Naive Bayes method. The classification process is divided into 7 (seven) stages, namely Crawling, Cleansing, pre-processing, labeling, classification, data training, and data testing. In the labeling process, data is classified into 2 (two) classes, namely the positive class and the negative class. The data obtained before the preprocessing process was 1963 tweets, after the preprocessing the data obtained was 1001 tweets. The data will be trained and tested using the naive Bayes classification method. classification results obtained precision values of 82% for negative data and 65% for positive data, recall values obtained 74% for negative data and 75% for positive data, F1-score values obtained 78% for negative data and 70% for positive data, while accuracy value obtained 74%.
Co-Authors A. Kholil Hidayat Abdallah, Muhammad Marshal Adam Prayogo Kuncoro Adam Prayogo Kuncoro Akhmad Mustolih Ali Nur Ikhsan Alya Khansa Dzakkiyah Amira Aida Rashifa Anggi Tri Dewi Septiani Anunggilarso, Luky Rafi Arbangi Puput Sabaniyah Azizan Nurhakim Bagus Adhi Kusuma Bryan Jerremia Katiandhago Budi Utami, Dias Ayu Chendri Irawan Satrio Nugroho Chyntia Raras Ajeng Widiawati Cindy Magnolia Dava Patria Utama Dewi Fortuna Dias Ayu Budi Utami Didit Suhartono Dwi Putra, Ruly Niko Enggar Pri Pambudi Fandy Setyo Utomo Faridatun Nida Fiby Nur Afiana Gina Cahya Utami Harun Alrasyid Hendra Marcos Hidayah, Debby Ummul Ikhsan, Ali Nur Irfan Santiko Irma Darmayanti Isnaini, Khairunnisak Nur Isnaini, Khairunnisak Nur Jali Suhaman Latifah Adi Triana Luki Rafi Anuggilarso Maharani Kusuma Dewi Mohd Sanusi Azmi Muhammad Marshal Abdallah Muhammad Ma’ruf Muhammad Rifqi Anshari Nanda Nurisya Merliani Nandang Hermanto Neta Tri Widiawati Nikmah Trinarsih Nur Hidayah, Septi Oktaviani Nur Isnaeni Khoerida Prastyadi Wibawa Rahayu Primandani Arsi Ragil Wilujeng Rayinda Maya Anjani Reza Aditya Permana Reza Aditya Permana Reza Arief Firmanda Riyanto Riyanto Riyanto Riyanto Rizki Sadewo Rosana Fadilla Sari Rujianto Eko Saputro Salma Ngarifatul Khofiyah Sekhudin Sekhudin Septi Oktaviani Nur Hidayah Septi Oktaviani Nur Hidayah Sholikhatin, Siti Alvi SITI ALVI SHOLIKHATIN Siti Alvi Solikhatin Siti Alvi Solikhatin Suhaman, Jali Trian Damai Tripustikasari, Eka Tripustikasari Wachyu Dwi Susanto Wanda Fitrianingsih Wenti Risma Damayanti Wenti Risma Damayanti Yuli Purwati