p-Index From 2021 - 2026
8.805
P-Index
This Author published in this journals
All Journal EKUIVALEN - Pendidikan Matematika JURNAL GIZI INDONESIA Jurnal Kesehatan Masyarakat Jurnal Online Mahasiswa (JOM) Bidang Ilmu Sosial dan Ilmu Politik Jurnal Ilmiah Widya Jurnal Riset Kesehatan Jurnal Teknik Pengairan: Journal of Water Resources Engineering Program Kreativitas Mahasiswa - Pengabdian Kepada Masyarakat I-ECONOMICS: A Research Journal on Islamic Economics Jurnal Penelitian Humaniora EduChemia: Jurnal Kimia dan Pendidikan Edufisika: Jurnal Pendidikan Fisika JOIV : International Journal on Informatics Visualization Jurnal SOLMA Jurnal Akuatiklestari Diksa : Jurnal Pendidikan Bahasa dan Sastra Indonesia Martabe : Jurnal Pengabdian Kepada Masyarakat Jurnal Basicedu Jurnal Penelitian dan Pengabdian Kepada Masyarakat UNSIQ JKM (Jurnal Kebidanan Malahayati) Jurnal Pemberdayaan: Publikasi Hasil Pengabdian Kepada Masyarakat SEINASI-KESI Jurnal Kesehatan Jurnal Sehat Mandiri Jurnal Review Pendidikan dan Pengajaran (JRPP) Building of Informatics, Technology and Science Jurnal Ilmiah Kebidanan Indonesia (Indonesian Midwifery Scientific Journal) Kappa Journal Jurnal Keperawatan Widya Gantari Indonesia Abdi Dosen : Jurnal Pengabdian Pada Masyarakat Prima Ekonomika : Jurnal Ekonomi dan Bisnis Respati JPPIPA (Jurnal Penelitian Pendidikan IPA) Aksara: Jurnal Ilmu Pendidikan Nonformal Science Midwifery JPKMI (Jurnal Pengabdian Kepada Masyarakat Indonesia) Jurnal Ilmiah Al-Tsarwah EPSILON Jurnal Pendidikan Matematika Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Kebidanan Khatulistiwa Jurnal Pendidikan, Sains, Geologi, dan Geofisika (GeoScienceEd Journal) Jurnal Kesehatan Tambusai Idea Pengabdian Masyarakat Journal of Innovation in Community Empowerment (JICE) Jurnal Abdimas Kartika Wijayakusuma Jurnal Pengabdian Masyarakat Indonesia Maju (JPMIM) Indonesian Journal of Health Information Management (IJHIM) Kolaborasi Jurnal Pengabdian Masyarakat Mabsya: Jurnal Manajemen Bisnis Syariah Jurnal Basicedu Journal of Intelligent Software Systems Jurnal Riptek Journal of Tourism Education Innovative: Journal Of Social Science Research Schrödinger: Journal of Physics Education Amal Ilmiah: Jurnal Pengabdian Kepada Masyarakat Chemedu: Jurnal Ilmiah Pendidikan Kimia Jurnal Informatika: Jurnal Pengembangan IT Medic Nutricia : Jurnal Ilmu Kesehatan Jurnal Pengabdian Masyarakat Jurnal Penelitian Multidisiplin Bangsa Journal of Information System and Application Development SWAGATI: Journal of Community Service INTERACTION: Jurnal Pendidikan Bahasa Hospitality Management and Operations Journal JIM Sendratasik Jurnal Abdimas Dosma
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : joiv international journal on informatics visualization

K-Means Algorithm Analysis for Election Cluster Prediction Wahyuni, Sri Ngudi; Khanom, Nazmun Nahar; Astuti, Yuli
JOIV : International Journal on Informatics Visualization Vol 7, No 1 (2023)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30630/joiv.7.1.1107

Abstract

The general election is a democratic process that is carried out in every country whose system of government is presidential, including Indonesia, which conducts it every five years. In fact, some people abstain, leading to budget wasting and missing target. Thus, it is very important to identify clusters of general election districts and map the number of voters to map the budget for the upcoming election. This process needs prediction to help reduce budgeting risk as an early warning. Based on the latest election data taken from Margokaton, Yogyakarta, Indonesia, many people voted in 2021, but the number of abstainers is high. In this case, cluster prediction is important to identify the election participants in each area. The K-Means algorithm could also predict abstainer areas in election activities to facilitate early mitigation in drafting election budgeting. Therefore, this study aimed to identify the pattern of voters in the election using the K-means algorithm. The data parameters comprised the list of voters, Unused ballot papers, and the sum of abstainers. This study is important because it contributes to reducing the election budget of each area. The data obtained from the Indonesia Ministry of Internal Affairs official website in 2021 were processed using the RapidMiner tool. The results showed more than 11% of the non-voters in cluster 1, 16% in Cluster 2, and 8% in cluster 3. The evaluation of clusters value is 2.04, indicating that the clustering using K-means is suitable, as shown by the DBI value close to 0. The results indicate that testing the cluster optimization of the K-Means algorithm using DBI is highly recommended. Based on this prediction result, the government needs special attention to clusters with many abstainers to decrease the number of abstainers and prevent overbudgeting. These results indicate the need to review the election participant data in 2024. Furthermore, there is a need for continuous socialization and education about election activities to reduce the number of abstainers and prevent overbudgeting.
Co-Authors Abdul Charis, Abdul abdulahanaa abdulahanaa, abdulahanaa Agus Choirul Arifin Ahmad Rais Ruli Al Arifin, Dedy Hidayatullah Alim W, Abdiel Alita Suroso, Riadinni Alita, Riadinni Andi Rizkiyah Hasbi Anggraeni, Sefia Dwi Aniek Masrevaniah Anita Ratnasari Rakhmatulloh Anita, Riadinni Annafi, Farrizka Ari Syahidul Shidiq Ari Wibowo Aries K, Bibit Arif Rahman Arifin Budi Purnomo, Arifin Budi Arifin Sahaka, Arifin Arisanti, Atika Zahria Armayanti, Denisa Artini, Dyah Babo, Rosleny Baehaqi Bani Bacan Hacantya Yudanagara Bhisma Murti Bila, Salsa Sabel Blesinki, Monika Churun Ain Claresta1, Aurellia Rahma Dewi Anisa Istiqomah Dewi Nasien Dewi Turgarini  Dwiana, Annisa Dyah Artini Eka Setianingsih Elviana, Neneng Emi Sutrisminah Endang Surani, Endang Endang Susilowati Fakhruddin, Rangga Romzi fakhrudi, yoga Fandizal, Muhammad Farizi, Sofia Fatimah, Tsania Alfina Nur Fauzi, Arma Femi Dwi Astuti Fikri Mourly Wahyudi Fitria Jannatul Laili Fitriyatun Amiyah, Fitriyatun Hakim, Faturrahman Haris A, Vikiyana Hasanu, Fawwaz Hendrawangsah, Tsabita Heni Noviarita Hidayati, Rizqi Wahyu Hilman Mulyana, Hilman Ida Lisni Ika Pratingkah Palupi Imran, Mita Pertiwi INDAH PUSPITASARI Irfani, Abdul Mulki Irsan Irsan Is Susiloningtyas Isah Cahyani Ismawan, Imawan Jajang Japar Sodik Januari, Ni Komang Januari Jayanti, Murni Karni, Karni Khanom, Nazmun Nahar Kholis Nur Faizin, Kholis Nur Kukuh Prakoso, Kukuh Kusrini Kusumarini, Novikasari Larasaati, Arinta Destri Leny Wulandari, Rr. Catur Leny, Rr Catur Liberty Barokah LILIS DWI FARIDA M. Suyanto, M. Ma'rifah, Uli Amri Magdalena, Ainy Malia, Wa Ode Azifa Maria Magdalena Pur Dwiastuti Maulina, Alvira Megawati - Meizy Heriyanto Melysa, Melysa Muhammad Imadudin Siddiq, Muhammad Imadudin Mulyaningtyas, Fahmida Cahya Munawar, Wa Ode Suci Nani Yuniar Nisa Rachmah Nur Anganthi Novariani, Novariani Noviana, Dinda Aditya Novita Sani, Dhien Novitasari, Selviyani Nugraha, Dani Fitrianto Nurerwan, Mizani Achmad Nurlaela Sari, Dewi Nursalim Nursalim Nurwijayanti Oktavianto Eko Jati Pahmi, Rizkan Patonah, Patonah Piping Asgiani Purbobinuko, Zakharias Kurnia Purnamaningsih, Nur’Aini Puspita, Kori Rahayu Mekar Bisono, Rahayu Mekar Ramadhan, Ghanim Ratnasari, Wahyu Riani, Nova Rida Safuan Selian Rize Budi Amalia Rohmawati, Enny Rukmi, Dwi Kartika Sahril, Sultan Samsinar Samsuri Samsuri Sani, Dhien Novita Saputra, Renaldi Siti Nurchasanah Siti Zahrah Sri Ngudi Wahyuni, Sri Ngudi SRI RAHAYU Sri Yamtinah Suci Ramadhani, Suci Sudarmin Sudarmin Sugiyono Sugiyono Sujono Riyadi Sukarni Sukarni Sukmawati, Anastasia Suci Sulfasyah Sulfasyah, Sulfasyah Sulistyo Saputro Sumaryadi, Qurrotul Ayuni Rizqiyani Sumbara Sumbara Sumiati, Yati Supardi Supardi Supriati, Amelia Surono Surono Suryadi Suryadi Sutiawati, Dewi Nur Suwanto Marsudi Tanzil, Zahra Sa'ada Fatiyyah Tatik Setiarini Taty Sulastry Tengku Hartati Tianme, Zahra Seleisyah Tri Tunggal, Tri Tulus Suryanto Ulhusna, Annisa Utami, Rina Puji Uum Safari Wibowo, Dwi Widyawati Widyawati Wirawan, Rio Wisanggeni, Bagus Wiwi Widayani, Wiwi Wulandari, Irma Rofni Yudi Mulyana Hidayat yulia lanti retno dewi Yuliana, Putri Yunus Abidin Yustina, Anita Zara, Wa Ode Siti Zisca, Rahma