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Journal : The Indonesian Journal of Computer Science

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Analisis Pilkada Medan pada Sosial Media Menggunakan Analisis Sentimen dan Social Network Analyisis Anam, M. Khairul; Firdaus, Muhammad Bambang; Fitri, Triyani Arita; Lusiana; Agustin, Wirta; Agustin
The Indonesian Journal of Computer Science Vol. 11 No. 1 (2022): The Indonesian Journal of Computer Science
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v11i1.3027

Abstract

The simultaneous regional head elections were over, but during the campaign until it was decided to become regional head there were many comments, both pro and contra. The city of Medan is one of the regions that will hold the 2020 ELECTION during the pandemic. The Medan City Election has decided that the pair Bobby Nasution and Aulia Rachman have won. This victory certainly gets a variety of comments on social media, especially Twitter. This study conducts sentiment analysis to see the sentiment that occurs, namely seeing negative, positive, or neutral comments. This sentiment analysis uses two methods to see the resulting accuracy, namely Support Vector Machine (SVM) and Naïve Bayes Classifier (NBC). This study also looks at the interactions that occur using Social Network Analysis (SNA). In addition to sentiment analysis and SNA, this study also looks at the existence of BOT accounts used in the #PilkadaMedan. The results obtained from the sentiment analysis show that NBC has the highest accuracy, which is 81, 72% with a data proportion of 90:10. Then on SNA, the @YanHarahap account got the highest nodes, namely 911 nodes. Then from 10326 tweets, 11% were suspected of being BOT by the DroneEmprit Academic system.
Co-Authors Adiwijaya, Hamdan Drian Afrizal, Fajri Agus Darmuki Agus Hartono Agustin Allen Marga Retta, Allen Marga Amarullah Malik Anam, M. Khairul Anang Sugeng Cahyono, Anang Sugeng Anjarwati, Ani Anwar, Nurfiah Ardi Zulfan Nainggolan ARIE PRIMA Arine Wuriyani Ariyani, Vince Asmita, Sri Astrilina, Lia Baharuddin Catur Wahyu Priyanto Charli, Chintya Ones Clarissa Aloina Tarigan Delti Limbong Tiboyong Diansyah Putra, Rio Dinda Trisakti Wahyuningtya Drian Adiwijaya, Hamdan Elfiswandi Elvira Endah, Felia Epi, Yus Euis Maesaroh Fangaro Zega Fani Ando’ Febriani, Fenti Feri Tiona Pasaribu Fifianti Rudy Firdaus, Muhammad Bambang Fitriana, Arum Fransiskus Zoromi Fuadiah, Nyiayu Fahriza Gina Salsabila Grace Evelina Buji Gumiwang Ariswati, Her Hamdan Drian Adiwijaya Hana Pertiwi Hari Wisana, I Gede Dewa Hariyanto, Budi Harnon Her Gumiwang Ariswati Herlina Hermanto I Dewa Gede Hari Wisana Ifrohati Indri Iriani Indriatie Irmawansi Rorrong Ismirotin, M. ALI MUHSON Joseph Reynaldo. H Junadhi Junadhi Kartika Dewi , Tita Lestari, Nia Ayu Levana Dhia Prawati Lilies N Tangge Lira, Lira Hayu Afdetis Mana Lubis, Donly Wance Luthfiyah, Sari maulani, nine wahyuni Mela Nova Selvia Misel Ratte Mohammad Jamhari Mohammad Kanzunnudin Muhammad Abdillah Muhammad Abdillah Muhammad Asrum Muhammad Oase Ansharullah Muhammad Resky Muhammadi Munawir, Rahmad Mustapa Kamil Alga Beruh Nashichah, Roichatun Nasirruddin, Muhammad natasha, Syarifah fadillah Nila Kesumawati Ningrum, Putu Noer Indah Aprianti Nugraha, Doni Nurul F, Dea Nusantara, Duano Sapta Pasrah Harefa Pransiska, Ririn Yulia Purnama, Vera Puspita, Devi Putri, Siti Julaiha Ananda R.A. Fadila Rahmawati Rahmawati Muin Rico Kardo Simbolon Rini Yanti Risma Toding Allo Sebastian Prasetya Kresnandita Seliaty Tiku Lempan Setiawan, Singgih Yudha Setioningsih, Endang Dian Sofiana Kussifa Sri Asmita Suharno, Pawirosumarto Sumber SUSI ERLINDA Tanda Cinara Anggraini Tanti M. Rajagukguk Tia Alfina Rakhmawati Tita Kartika Dewi Tria Gustiningsi Trimurti Saleh Trisna Dewi, Desy Triyani Arita Fitri Uswatul Hasanah, Uswatul Utomo, Bedjo Vera Purnama Wahyuni, Fika Winanda, Vanny Nuari Wirta Agustin Yora Nopriani Yusmaliani Yusuf Hartono