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Journal : Building of Informatics, Technology and Science

Analysis Of Indonesian People's Sentiment Towards 2024 Presidential Candidates On Social Media Using Naïve Bayes Classifier and Support Vector Machine Mardiah, Nia; Marlina, Leni; Khairul, Khairul; Sitorus, Zulham; Iqbal, Muhammad
Building of Informatics, Technology and Science (BITS) Vol 6 No 2 (2024): September 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i2.5766

Abstract

This research aims to analyze the sentiment of the Indonesian public towards the 2024 presidential candidates on social media platforms X and Instagram. The main issue addressed is how to determine public opinion as disseminated on social media regarding the presidential candidates. To address this issue, two classification methods are used: Naïve Bayes Classifier and Support Vector Machine (SVM). The objective of this research is to measure public sentiment, both positive and negative, towards the 2024 presidential candidates using these two methods. The research findings indicate that the implementation of the Naïve Bayes method with manual labeling achieved the highest accuracy of 86% for X data and 85% for Instagram comments data. Meanwhile, with lexicon-based labeling, the highest accuracy was 60% for both X and Instagram data. The SVM method with manual labeling also achieved the highest accuracy of 86% for X data and 85% for Instagram data. With lexicon-based labeling, the highest accuracy was 60% for X data and 70% for Instagram data. This research concludes that both Naïve Bayes and SVM demonstrate strong performance in sentiment analysis on social media, with SVM slightly outperforming in some scenarios. The implementation of these two methods provides valuable insights into public opinion towards the 2024 presidential candidates on social media.
Co-Authors Abdul Rahman, Nor Farahwahidah Afisi Sabri, Afisi Afriyani, Luvi Dian Afriyani, Luvi Dian Afriyani Agung Mataram Agustina, Ina Ina Ahmad Zainuri Aisyah Wardani, Aisyah Aji, Dwi Purnomo Al Farizi, Faiz Al Hafizh, Muhd. Aldi, Muhamad Abel Kirana Alisya, Rona Almafie, Muhammad Rama Amelia, Ayu Amin Suyitno Andrea, Eastu Septine Andriani, Mimin Andriyanto Andriyanto Andysah Putera Utama Siahaan Anggraini, Siti Nashirah Anshori, Zakariya Al- Apit Fathurohman Aprillitzavivayarti, Aprillitzavivayarti Ari Wiryansyah, Oscar Armen Armen Aryuliva Adnan Asmiyati, Suci Aulia, Wina Azhari, M. Aswa Azmi, Zahara Lutfiya Baiq Harly Widayanti Bambang Hariyadi Bambang Hariyanto Bashori Bashori Bayu Satrio, M. Arjuna Bestari, Annisa Burhan, Nurasia Choiriah, Choiriah Choiriah Dani Sartika Dani, Rahma Dariyani, Nuriz Delvi Wahyuni Desy Ningsih Komalasari Dewi Rawani Dewi, Kurnia Diah Kartika Sari Dian Safitri Dianti, Siti Nur Diatri, Eka Aulia Dini Qurrata Ayuni Eka Putra Eka Yulianti Eni Yulianti Evi Fussalam, Yahfenel F, Zhafira Ramadhani Fahrozi, Samsul Faozi, Faiz Fauzul Aufa, Fauzul Febryandi Fifi Fitriana Sari, Fifi Fitriana Firdaus, muhammad Riyandi Firdelina, Shabira Fitria Lestari Gani, Yasir Muslim Ginting, Giovany Ginting, Risdawati Gumay, Qaula Harisya Gusti, Dilla Apri Gustina Indriati Hadi, Maryam Hamdi Akhsan Hartati, Meri Haryanto Haryanto Hasan Hasan Havena, Martos Hijriyati Cucuani I Gusti Ayu Vina Widiadnya Putri Ida Sriyanti Idjan, Meutia Kamilatun Nuha Ap Isladara, Nadhira Puti Ismet Ismet Ismet, Ismet Iswadi Bahardur Jaidan Jauhari Joefitra Zaqy, Muhammad Jon Farizal, Jon Joni Rokhmat Juhaerini, Juhaerini JULIANGKARY, ELISKA Jumrianti, Jumrianti Juwati Kamar, Fauziah Ketang Wiyono Khairul Khairul, Khairul Khairunnisa Khairunnisa Kihan Chepi Pratami, Viona Kiska, Nurul Delima Kistiono Kistiono Kurdiati, Lintang Auliya Kurniawan, Oktavian Putra Laia, Cindy Oktaviana Latifa, Febi Laurensia Yunita, Laurensia Lindawati Lindawati Lisnani Lisnani Listiyorini Listiyorini, Listiyorini Luciana, Lita Ludiansyah, Anggi M. Yusuf Madiar, Melati Vaya Nugraha Maisa, Kamilah Nada Mardiah, Nia Mashuri Mashuri Maulana, M. Tegar Mayura, Eliza Meilinda Meilinda Meitaza, Dariah Melviani, Melviani Mochammad Imron Awalludin Muhamad Yusup Muhammad Iqbal Muhammad Irsyad Muhammad Noor Muin, Dewi Muslimahayati, Muslimahayati Mutiara Putri, Mutiara Mutmainah, Rahayu Nirmatul N, Yennizar Nanang Diana Nasution, Darmeli Novi Susanti Noviana, RA Rasania Noviyanti Noviyanti, Noviyanti Nugraha, Didid Nur Rosita Nurhadi, Aan Nurhidayatuloh Nurhidayatuloh Nurmalasari, Ary Nurrahmad, Nurrahmad Nurul Hidayati Nurwahyuni Oktarini, Melly Partini Partini Pratama, Mhd Fahridho Herashua prayudi, Andi Pristiarsih Pulungan, Meuretta Alawiyah Putri Yulianti Putri, Nurul Aulia Rahman, Nor Farahwahidah Abdul Ramadani, Anisah Suci Ramadansyah Ramadansyah Ramadhana, Nur Alfath Ramadhani, Elsha Fadhika Dwi Ramatika, Desy Ranger, Raply Ratu Ilma Indra Putri Rayandra Asyhar Rayhan, Moh. Resi Silvia Rianingsih, Elvida Ricardo, Nadira Atiqah RIRY PRIHATINI Riskiyah, Putri Rismayanti Rismayanti Riyanto Rizal, Chairul Rizki, Irvan Nur Rohmawati, Lailatul Nur Roza, Teuku Andi Rozana Zuhri Safa'atilah, Erlin Sahputra, Fajar Sahredin, Sahredin Saipul Annur Sandika, Taqwa Sandra, Riska Saqina, Rahma Ta Sari, Arika Sa’diah, Salma Septimiranti, Delia Serly, Vanica Shawfani, Amalya Sihotang, Abdul Muin Simarni Simorangkir, Elsya Sabrina Asmita Sinata, Novia Sinta Devi, Debby Siregar, Lisa Andriyani Sitorus, Zulham Sophia Rahmawati Sri Hartini Sri Wahyuni Suhenda, Ledise Suherman, Endang Sulastri, Irma Supadmi, Tri Supiyandi Supiyandi Susanti, Febrita Syahputra, Nicky Syifa Rahmayanti, Mutiara Syuhendri Tambunan, Toman Sony Taufik Arbain Taufik Taufik Tedy , Tedy Tinggar Soni Anjani, Putri Tri Mulyati, Tri Tria Gustiningsi Tuti Utami, Nurul Undang Ruhimat Usni, Havizatil Utami, Tri Ulfa Vilzati, Vilzati Wati, Ety Dewi Setia Wijaya, Rian Farta Winnugroho Wiratman, Manfaluthy Hakim, Tiara Aninditha, Aru W. Sudoyo, Joedo Prihartono Wulandari, Eko Yenita . Yenni Yenni YULIANI Yuliyanti, Sri Yusnarti, Mulya Z, Elviza M. Zahra, Nadafa Namira Zaim, M Zakiyah, Muflihatuz Zul Amri Zulher, Zulher Zulkardi Zulkardi Zulkarnain, Nur Najihah Binti Zulkifli Zulkifli Zulvia Trinova Zurweni Zurweni