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Indra Kurniawan
Jurusan Manajemen Fakultas Ekonomi Universitas Sriwijaya
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Journal : Jurnal Informatika: Jurnal Pengembangan IT

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Analisis Sentimen Masyarakat Indonesia Terkait Vaksin Covid-19 Pada Media Sosial Twitter Menggunakan Metode Support Vector Machine (Svm) Arfat, Muhammad Fadilah; Styawati, Styawati; Nurkholis, Andi; Kurniawan, Indra
Jurnal Informatika: Jurnal Pengembangan IT Vol 7, No 2 (2022)
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/jpit.v7i2.3549

Abstract

COVID-19 is a new disease outbreak that has been officially designated as a global pandemic by the Worldi Health Organizationi (WHO) oni March 11, 2020. Seeing the rapid development of COVID-19, the Government of Indonesia has carried out vaccinations that have been carried out since January 13, 2021, this vaccination is prioritized for medical personnel and red zone areas. Since its emergence, therei have been many prosi andi consi regardingi the vaccination process and it has alsoi become a trending topici on sociali media Twitter oni January 13, 2021. Onei of the mosti widely used social media by Indonesiani people isi twitter sociali media. According to We arei Social sources in 2020, twitteri social media is rankedi fifth in the category of sociali media that is often used with a user percentage of 56% after Youtube, Whatsapp, Facebook as well as Instagram. Thisi shows that there is a huge opportunity for data sources that can be usedi to find out the positive and negativei sentiments of the related community, which is useful for interested parties to carry out evaluations. So that it can see how many people agree and disagree. If the percentage of people who disagree is more, the government must do better socialization so that people can better understand and not feel afraid of the vaccine. This study aims to find out how public sentiment is about the government's policies regarding the COVID-19 vaccinei using the Support Vector Machine method. by extracting the tf-idf feature and comparing the kernels contained in the SVM, including Linear, RBF, Polynomial, and Sigmoid. With tests that will later see how the values of accuracy, precision, recall and F1-Score are. 
Co-Authors A, Fery Rahmawan Achmad Rusdi Adam, Muhammad Ibnu Adil Akhyar Adirianto, Bayu Ahmad Taufiq Aji, Wandha Atmaka Alfarisi, Achmad Hasan Amiroel Oemara Syarief Amrie Firmansyah Anasukha, Endah Wahyu Andi Nurkholis Andi Sadriani Anggreni, Veni Anwar, Resa Nurlaela Aprilian, Sulthan Arfat, Muhammad Fadilah Arfiandi, Joni Arif Fahmi Aristianingrum, Riska Dita Atmaka Aji , Wandha Aulia Ar Rakhman Awaludin Ayu Ramadhani, Nandha Bahri, Saiful Bayu Hartanto, Naufal Bisma Arianto Cris Kuntadi David-Barrett, Tamas Dermawan, Chalvyn Rahmat Dewi, Yulida Intani Dona Katarina Dwi Retna Sulistyawati Edy Purwanto Edy Sulistiyawan, Edy Ek Ajeng Rahmi Pinahayu Ekawati, Christina Elan, Umi Elfantoro, Indra Elfatma, Olivia Endayanti, M Erdiansyah, Rezi Fadhilah, Ackbar Fadila Fitriana, Gita Fasdarsyah Fasdarsyah Fauzan Natsir Fitriana Destiawati Fitriana Destiawati Fitroh, Qorry Aina Gardenia, Nia Hananda Priyandaru Hanif, Muhammad Rafi Harnanik Harnanik, Harnanik Harry Dhika, Harry Hartono Hartono Hartuti, Purni Munah Hartuti, Purni Munah Hasan, Luthfi Helma Malini, Helma Herdiana, Mochamad Rafi Heri Setyawan HERI SETYAWAN Heriyati, Heriyati Hidayah, Muslihatul Ibrahim, Abrar Hafidz Idum Satia Santi Iim Marfuah Imam Pujo Mulyatno Imam Sujadi Izni Shafie, Dalili Juanda, Syifa Ethika Julianto, Anang Khoirunnisa, Indah Rosewika Suryaning Khotimah, Alya Husnul Khuluq, Husnul Koko Setiawan, Koko Krisdianto, Yusuf Kristian Tinduh, Yulio Kurniadhi, Adhitya Lailatul Qomariyah, Lailatul Latif, Riski Lina Nasihatun Nafidah Lisa Amriani Listianto, Herry Liza, Ahmad Luh Putu Widya Adnyani M. E. Winarno Mahatma Lanuru Maimon Sumo Maizuar Maizuar Maman Rachman Manto, Agus Marcellus S Kolopaking Marcellus Simadibrata Maryona Septiara Merina Pratiwi Mewa Zabeta, Mewa MIFTAKHUL JANNAH Mira Gusniwati Mubais, Ahmad Muhammad Choiru Zulfa Muhammad Muhaimin Mustikawati, Farida Musyarrofah, Musyarrofah Nabila, Riski Nadir, Fajriansyah Novianto, Esa Adelia Nugroho, Agung Nurali , Nurali Nurali, Nurali Nurcahyono Nurcahyono, Nurcahyono Nurianah, Nurianah Patricia, Sandra Uli Polii, Efata B Prada, Bagas Maulana Pasha Aditya Pradana, Alif Putra Pramalistyo, Arisca Prasojo, Rahman Azis Pratama, Andi Asriadi Pristianto, Hendrik Purwoko, Hendro Purwono, Rudi Puspitasari, Wahyu Dwi Putra Jaya Abadi Putri, Hardiyani Eka Qifary, M. Ravi Al Rachmawati Chaldun, Evy Rahadyan, Andri RETNO NENGSIH Rina Martini Rini, Retno Puspa Rizal, Ahmad Khoiri Rizka Yulina, Rizka Rizki, Muhammad Agung Rizkianah, Diah Rudy Haryanto Said Jalalul Akbar, Said Jalalul Saloko, Subakho Aryo Samawi, Muhammad Farid Santi, Indyah Hartami Setiadi, Irawan Sholikah, Mar’atus Siti Munawaro, Siti Siti Nurrochmah Siti Samsiyah Siti Suprihatiningsih Sofwatunnisa, Sofwatunnisa Sri Gunawan Styawati, Styawati Suharwati, Nungky Suharyanto Sulaiman, Han Supardi, Mokhamad Sutjipto, Rachmat Syah, Danial Syahputri, Anggraini Syarifah Rahmah, Syarifah Tabrani, Muhamad Tatang Wahyudi, Tatang Tejo Murti, Theofilus Tri Atmojo Kusmayadi Ulfah, Sofia Untung Budiarto Utami, Aditya Dyah Vanessa Gaffar Wahyu Nur Cholifah Walim, Walim Wenda Wahyu Christiyanto Wesli Wesli Widiastuti, Tri Cahyani William S. Wangko wisnu yudo untoro, wisnu Wiwin Winiati, Wiwin Wongkar, Maarthen C. P. Yuliana, Anita Yusuf, Khairullah Zuhroh, Siti