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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 Abbani, Abubakar Yakubu Abdul Charis, Abdul abdulahanaa abdulahanaa, abdulahanaa Acihmah Sidauruk Agung Dwi Laksono Agus Choirul Arifin Al Arifin, Dedy Hidayatullah Alita Suroso, Riadinni Alita, Riadinni Amalia, Rize Budi Aman, Irsan Andela, Rica Andi Rizkiyah Hasbi Andriyani, Widyastuti Anggraeni, Sefia Dwi Aniek Masrevaniah Anita Ratnasari Rakhmatulloh Anita, Riadinni Annafi, Farrizka Ari Syahidul Shidiq Ari Wibowo Arif Rahman Arifin Budi Purnomo, Arifin Budi Arifin Sahaka, Arifin Arisanti, Atika Zahria Armayanti, Denisa Artini, Dyah Asharudin, ⁠Firman Ayu Ariastika, Windy Babo, Rosleny Baehaqi Bani Bacan Hacantya Yudanagara Barokah, Liberty Bhisma Murti Bila, Salsa Sabel Bradika Almandin Wisesa Churun Ain Claresta1, Aurellia Rahma Dermawan, Dermawan Dewi Anisa Istiqomah Dewi Nasien Dewi Turgarini  DIAN MUHCTAR, ZUHRI ARADIKA 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 Fitria Jannatul Laili Fitriyatun Amiyah, Fitriyatun Hakim, Faturrahman Haris, Muhammad Naoval Hartati, Kiki Hendrawangsah, Tsabita Hengki Hengki Heni Noviarita Hidayati, Rizqi Wahyu Hilman Mulyana, Hilman Ida Lisni Ika Pratingkah Palupi Ikmah Imran, Mita Pertiwi INDAH PUSPITASARI Irfani, Abdul Mulki Irsan Irsan Is Susiloningtyas Isah Cahyani Ismawan, Imawan Januari, Ni Komang Januari Jayanti, Murni Karni, Karni Khanom, Nazmun Nahar Kholis Nur Faizin, Kholis Nur Kukuh Prakoso, Kukuh Kusrini Kusrini Kusumarini, Novikasari Larasaati, Arinta Destri Leny Wulandari, Rr. Catur Leny, Rr Catur Lestari , Rizki LILIS DWI FARIDA M. Suyanto, M. Ma'rifah, Uli Amri Magdalena, Ainy Maria Magdalena Pur Dwiastuti Marlensi, Linda Masruro, Ahlihi Masruroh MASRUROH Maulina, Alvira Megawati - Meizy Heriyanto Melysa, Melysa Muhammad Imadudin Siddiq, Muhammad Imadudin Muliatul Jannah, Muliatul Mulyaningtyas, Fahmida Cahya Nisa Rachmah Nur , Anganthi Novariani, Novariani Noviana, Dinda Aditya Novita Sani, Dhien Novitasari, Selviyani Nugraha, Dani Fitrianto Nugroho, Agung Nurerwan, Mizani Achmad Nurlaela Sari, Dewi Nurmala, Anisa Nursalim Nursalim Nurwijayanti Oktavianto Eko Jati Pahmi, Rizkan Palawi, Ari Patonah, Patonah Piping Asgiani Purbobinuko, Zakharias Kurnia Purnamaningsih, Nur’Aini Rahayu Mekar Bisono, Rahayu Mekar Rais Ruli, Ahmad Ramadhan, Ghanim Ratna Dwi Wulandari Ratu Matahari Riani, Nova Rida Safuan Selian Rizki Ramadhan, Aditya Rohmah, Nikmatur Rohmawati, Enny Rukmi, Dwi Kartika Sahril, Sultan Samsinar Samsuri Samsuri Sani, Dhien Novita Saputra, Renaldi Sarbi, Sukadji Sasongko, Aditya Dimas Wahyu Seniwati, Erni Setiarini, Tatik Siti Nurchasanah Siti Zahrah Sodik, Jajang Japar Sri Ngudi Wahyuni, Sri Ngudi SRI RAHAYU Sri Yamtinah Suci Ramadhani, Suci Sudarmin Sudarmin Sugiyono Sugiyono Sujono Riyadi Sukmawati, Anastasia Suci Sulfasyah Sulfasyah, Sulfasyah Sulistyo Saputro Sumaryadi, Qurrotul Ayuni Rizqiyani Sumbara Sumbara Sumiati, Yati Supardi Supardi Supriati, Amelia SUPRIATIN Surono Surono Sutiawati, Dewi Nur Suwanto Marsudi Syah Putri, Jeli Taty Sulastry Tengku Hartati Tianme, Zahra Seleisyah Tri Tunggal, Tri Tulus Suryanto Ulhusna, Annisa Uum Safari Wahdatun, Sevi Wahyudi, Fikri Mourly Wibowo, Dwi Widadi, Zahir Widyawati Widyawati Wirawan, Rio Wisanggeni, Bagus Wiwi Widayani, Wiwi Wulandari, Evita Sekar Wulandari, Irma Rofni Yudi Mulyana Hidayat yulia lanti retno dewi Yuliana, Putri Yunus Abidin Yustina, Anita Zisca, Rahma