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All Journal INTEGER: Journal of Information Technology Jurnal Teknoinfo The IJICS (International Journal of Informatics and Computer Science) JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) EDUMATIC: Jurnal Pendidikan Informatika Jurnal Mantik Indonesian Journal of Business Intelligence (IJUBI) Jurnal Tekinkom (Teknik Informasi dan Komputer) INFOKUM Infotek : Jurnal Informatika dan Teknologi Academia Open Indonesian Journal of Cultural and Community Development Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran EXPLORER Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) PELS (Procedia of Engineering and Life Science) Procedia of Social Sciences and Humanities Indonesian Journal of Islamic Studies Prosiding University Research Colloquium Jurnal Sistem Cerdas dan Rekayasa Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Indonesian Journal of Applied Technology Journal of Internet and Software Engineering Journal of Technology and System Information Journal of Electrical Engineering Smatika Jurnal : STIKI Informatika Jurnal
Arif Senja Fitrani
Universitas Muhammadiyah Sidoarjo
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Journal : EDUMATIC: Jurnal Pendidikan Informatika

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Penerapan Algoritma Support Vector Machine untuk Memprediksi Tingkat Partisipasi Pemilu terhadap Kualitas Pendidikan Anggraeni, Anifah Warda; Fitrani, Arif Senja; Eviyanti, Ade
Jurnal Pendidikan Informatika (EDUMATIC) Vol 8 No 1 (2024): Edumatic: Jurnal Pendidikan Informatika
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/edumatic.v8i1.24838

Abstract

Elections are a democratic means of choosing leaders. Public participation in elections is important for a healthy democracy. The quality of education influences public participation in elections. Therefore, the government needs to improve the quality of education in the Pasuruan Regency area. This research aims to predict the level of participation in elections on the quality of education in Pasuruan Regency. This research uses the Education sector dataset obtained from BPS data for Pasuruan Regency in 2022 and the level of election participation obtained from the recapitulation of the 2019 election results. Data analysis was carried out in an experimental stage to determine the variables to be predicted (target variables) and the variables used to predict it (predictor variable) using the Support Vector Machine (SVM) algorithm with three kernels, namely linear, rbf, and polynomial. The findings show an accuracy of 88.4% for the linear kernel, 88.5% for the rbf kernel, and 88.5% for the polynomial kernel. The quality of education can influence the level of election participation. This is because high quality education can increase public awareness of the importance of participating in elections.
Co-Authors Abidin, Husnul Ade Eviyanti Aditya Wira Utama Agusetiana, Ervina Agustin, Erlina Ahmi Arifuadi Aljunza, Marshal Sheva Anggraeni, Anifah Warda ARDIANSYAH ARDIANSYAH Astutik, Ika Ratna Indra Azhari, RR. Debby Amalia Bimantoro, Riky Andreansyah Busono, Suhendro Cahyani, Ravica Eka Damara, Rivaldi Garindra Denny Hartanto Dewi Eka Safitri Dhani, Bayu Rama Dona Ardiansyah Eriyanto, Sandi Eko Eviyanti , Ade Fajar Suryansyah Fajrillah, Fajrillah Faqih, Ahmad Abdullah Fitriyanto, Ade Habibur Rahman Arjuni Hadi, Miftakhul Hartanto, Denny Hindarto Irwan Alnarus Kautsar Jagad Yudha Awali Lia Iftitah Linda Kushernawati Lukman Harun Iskandar M. Arsyil Adhi’im M. Purnomo Adji Saputro Mauliana, Metatia Intan Mochamad Alfan Rosid Mochamad Rifqi Aminudin Muhammad Assegaf Ba'alwi Muhammad Fadil Santoso muhammad Hendra Oktaviano Muhammad Muzayyin Muhammad, Khithoh Sabda Naufal Galfan Syah Nikko Enggaliano Pratama Nurdyansyah Nursapdahi, Nursapdahi Nurtia Suryani Pandi Rais Prasetyo, Heri Rahmi Aulia Barlian Rais, Pandi Refinda, Achmad Ainun Gusti Rohman Dijaya Rozi, Hervy Qurrotul Ainur RR. Debby Amalia Azhari Safitri, Dewi Eka Satria Hidayahtullah Setiawan, Hamzah Shiddiq, Zulfian Syahril Silvie Nur Millah Sukma Aji Sumarno Sumarno Suprianto Syafaat, Dany Syah, Naufal Galfan Syahrorini, Syamsudduha Taurusta, Cindy Uce Indahyanti Umi Khoirun Nisak Wahidiyah Kurniawati Wahyu Setia Bintara Wahyu, Muhamamad Wirda Novarika Yulian Findawati Yusuf Raharja Yuwanto, Mahmud Adi Zahputra, Aldy Trisza