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Journal : Building of Informatics, Technology and Science

Comparison of TF-IDF and GloVe Word Embedding for Sentiment Analysis of 2024 Presidential Candidates Abdillah, Tiara Firdausa; Hasmawati, Hasmawati; Bunyamin, Bunyamin
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.v6i2.5668

Abstract

In the ongoing digital era, social media, particularly the social media X, formerly known as Twitter, has become one of the main platforms for sharing public opinions. On the social media, users have the opportunity to express their sentiments or views, including those regarding the presidential election in Indonesia. The main problem in this study is the extent to which public opinion on presidential candidates is reflected in conversations on the social media X. This study involves the combination of Support Vector Machine (SVM) and GloVe Word Embedding algorithms to improve the accuracy of sentiment analysis towards presidential candidates. The performance of the method will be evaluated using a confusion matrix. The results of the study show that while GloVe has the ability to capture global semantic relationships, TF-IDF is more effective in identifying variations and nuances in diverse sentiment data. Therefore, TF-IDF can be a more effective choice for political sentiment analysis in Indonesia, providing more consistent and accurate results. It is seen on the Anies dataset, TF-IDF achieved an accuracy of 0.84 compared to GloVe's 0.82. For the Ganjar dataset, TF-IDF performed better in terms of F1-Score and precision. For the Prabowo dataset, TF-IDF slightly outperformed GloVe in recall, although both techniques had nearly equal high accuracy around 0.93. Keywords: Presidential Candidates; 2024 Elections; SVM; GloVe; Social media X
Co-Authors Abdillah, Tiara Firdausa Abdul Djohar Abdullah, Mohd Kamarulnizam Abubakar Idham Madani Afif, Moh. Noor Agung Budiwirawan Agus Yuwono AGUSTIANI, Elvi Akhilia, Tudrika Al-Mughni, Muhammad Alamsyah Agit Alfarel, Ahmad Alimin Alimin, Alimin Amin, Aminul Amirullah -, Amirullah Andi Hadidu Andi Syarifuddin Andiani, Lidia Anfal, Wahyuddin Anggun Anggun, Anggun Anjaryani, Siwi Anshari Nur, Muh. Nadzirin Ardi Kemara, Nicholas Arifana, Arifana Arifin, Desi Lina Atik Yuliyani Atmajaningati, Atmajaningati Awaluddin Hamzah Bahri, Robi Asadul Bahri, Robi Assadul Bima Ramadhan, Novrianto Buana, Tjandra Bulan, Yunita Embong Chikam, David Badi’ul Chodir, Fatkul Chusnul Chotimah Dearanti, Muti Dima, Darsilan Dirwan Dirwan Djoko Sugiono Dwi Aryani, Dwi Dwi Nita Aryani Dwi Widjanarko Dyah Nugrahani Erlangga, Gery Evi Maria Evi Sopandi, Evi Fakhruddin Fakhruddin FASIKHI, Fasikhi Fauzi, Noor Ali Firdaus Arifin, Firdaus Gazali, Agus Umar Ginanjar, Bagus Gumilang, Randi Muhammad Hadi, Wahono Hadromi - HAKIM, Sherly Nur Hardanang, Rosyid Wahyu Hariadi, Sugeng Harianingsih, Harianingsih Harry, Aulia Hartina Batoa Hasan, Otie DS Hedher Tuakia Heri Yudiono Herian Syaputra, Novriza Hery Widijanto Hidayat, Erik Hidayat, Hanif Hidayati, Wiwik Hidyus, Sofi Alifia Idris Rasyid, Idris Idroes, Imransyah Ihsana El Khuluqo Imama Zuchroh Indah Nastiti, Tashia Ionia Veritawati Irmayanti Irmayanti, Irmayanti Istutik Jayadisastra, Yoenita Kadarusman . Kaddas, Badruddin Kallang, Abdul Khusaeni, Khusaeni khusnul khotimah Kusnanto, Anang Amir La Ode Ali Imran, La Ode Ali Laila, Rika Noor Lating, Noval Ali Lindawati Lindawati Maarif, Ihsanul Maharani Kusumaningrum Mariamah Mariamah Maryanto - Masruki, Rosnia Mohammad Syadeli Muhammad Arifin Rahmanto Muhtarom, Herdin Mujahidin Mujahidin Mujahidin Mujahidin Muksin Muksin MULJONO, Hery Munfariqoh, Siti Muniroh, Muniroh Munirul Hady Murbani, Anastasia Wahyu Muslichah Muslichah Muslim Tadjuddah Musyono, Ari Dwi Nur Indriawan Nabila, Dinda Indah Nabila, Gina Nasser, Gamal A Nasser, Gamal Abdel Nastiti, Tashia Indah Nasution, Maneger Nawawi, Muhammad Azhar Ngurah Ayu Nyoman Murniati Norholis, Norholis Nunung Nurastuti, Nunung Nurfaidah Nurfaidah Nurjanah, Aan Siti Nursyamsiah, Nursyamsiah Nurwati, Dian Pamungkas, Hawinda Dwi Permatasari, Nina Prajoga, Uke Pramanda, Heru Pranata, Willy Pratiwi, Ayu Kurnia Primansyah, Anas Pulungan, Nurfazri Purwanti, Rahayu Endah Rahmanto, Muhammad Arifin Rasdi Ekosiswoyo Rasiman Rasiman Reza P. Munirwan Rina Irawati Rina Rahmawati, Rina Rizqi Fitri Naryanto Rorimpandey, Thalia Rosmawati Rosmawati Rudiansyah, Riky Rusdiah Rusdiah Ruslan, Ahmad Safi’i, Imam Sahabuddin Hay, Sahabuddin Salamah, Siti Afiyatus Salehuddin, Mohammad Samsudi . SARAWA MAMMA, SARAWA Sarifa Suhra Satir, Muhammad Sa’adah, Lailatus Septiyanto, Angga Setiawan Setiawan Setyawan, Setyawan Sherly Hesti Erawati Silviana, Mery Sintha Wahjusaputri, Sintha Siti Munfaqiroh Sitti Syahar Inayah Siwi Dyah Ratnasari Somariah Fitriani Sonhaji Sonhaji Sri Sumartiningsih Subagyo, Tatang Suharmoko, Suharmoko Sukmawati Abdullah Sunarto Sunarto Suriana Suriana Surip Surip Suryani, Erlis Sutarni, Sutarni Syamsul Bahri Syukri Syukri Tachrir, Tachrir Taufik, Yani Tjahjani, Fera Tri Joko Raharjo Triana Murtiningtyas Umar Sulaiman Umma, Rachmatul Umrah, St Utami, Nunung Nurastuti Wahyu Mahendra Wianti, Nur Isiyana WIDANARNI WIDANARNI Widiastuti, C. Tri Widya Kusumaningsih Widyaningtyas, Arista Wihartati, Ayu Wunawarsih, Ima Astuty Yanto, Muhammad Arrry YULIASIH, Tanti Zainul Arifin