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All Journal Jurnal Ilmu Komputer EL-MUHASABA Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan Jurnal Ilmiah Mahasiswa FEB Jurnal sistem informasi, Teknologi informasi dan komputer JURNAL KEPEMIMPINAN DAN PENGURUSAN SEKOLAH Jurnal Manajemen Pendidikan Jurnal Informatika Equilibrium: Jurnal Ilmiah Ekonomi, Manajemen dan Akuntansi Jurnal Ilmu Ilmu Agribisnis: Journal of Agribusiness Science Bunda Edu-Midwifery Journal (BEMJ) Jurnal Ilmu Manajemen (JIMMU) JURTEKSI SALTeL Journal (Southeast Asia Language Teaching and Learning) Jurnal Penelitian Tarbawi: Pendidikan Islam dan Isu-Isu Sosial SCAFFOLDING: Jurnal Pendidikan Islam dan Multikulturalisme Science Midwifery Jurnal Peduli Masyarakat Jurnal Infortech Cendekia Niaga Jurnal Sistem Informasi Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) PROFESSIONAL HEALTH JOURNAL At-Tasyri Jurnal Hukum Islam dan Ekonomi Syariah SPEED - Sentra Penelitian Engineering dan Edukasi Unram Journal of Community Service (UJCS) Journal of Social And Economics Research Tarbiyah bil Qalam : Jurnal Pendidikan Agama dan Sains Surakarta Civil Engineering Review All Fields of Science Journal Liaison Academia and Sosiety Journal Liaison Academia and Society English Education and Applied Linguistics Journal (EEAL Journal) Jurnal Manajemen Sistem Informasi Majalah Ilmiah METHODA Journal of Computer Science Contributions (Jucosco) Krigan: Journal of Management and Sharia Business Jurnal Ilmiah Nusantara Journal of Data Analytics, Information, and Computer Science (JDAICS) Suluah Pasaman Moral : Jurnal Kajian Pendidikan Islam journal of social and economic research Prawara Jurnal Pengabdian Masyarakat Jurnal Infortech
Rahayu Ningsih
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 1 
COMPARATIVE ANALYSIS OF K-MEANS, X-MEANS AND K-MEDOIDS IN CLASSIFYING MARRIAGE CHOICED ADMIST QUARTER-LIFE CRISIS Ariza, Disya Nurul; Ningsih, Rahayu; Muryani, Sri; Ferliyanti, Herlina; Wahidin, Ahmad Jurnaidi
JURTEKSI (Jurnal Teknologi dan Sistem Informasi) Vol 11, No 1 (2024): Desember 2024
Publisher : Universitas Royal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33330/jurteksi.v11i1.3554

Abstract

Abstract: Bekasi Regency, being one of the key cities in Indonesia, offers a suitable setting to study the intricacies of marriage decision-making during a quarter-life crisis. This study focuses on the application of clustering algorithms to categorize individuals based on their marriage choices. Data was collected from a questionnaire completed by 110 respondents from Bekasi Regency, specifically individuals aged 18 to 30 who are single, including 80 women and 30 men. Data analysis was conducted using the RapidMiner software to evaluate the effectiveness of three clustering algorithms K-Means, X-Means, and K-Medoids in categorizing marriage decision patterns among young people experiencing a Quarter Life Crisis in Bekasi Regency. Results indicate that each algorithm has its own strengths and limitations in handling Quarter Life Crisis data.The results of the analysis show that the K-medoids algorithm provides the best clustering results with the lowest DBI value of 0.195, followed by the X-Means algorithm with a value of 0.199 and K-Means with a value of 0.207. These results can help understand the pattern of marriage decisions in the Quarter Life Crisis phase and help provide insights for policymakers in Bekasi Regency to make more effective intervention programs.            Keywords: K-Means; K-Medoids; X-Means  Abstrak: Sebagai salah satu kota besar di Indonesia, Kabupaten Bekasi memberikan konteks yang tepat untuk mempelajari kompleksitas pengambilan keputusan pernikahan di tengah krisis seperempat usia. Penelitian ini berfokus pada pemanfaatan algoritma clustering untuk mengelompokkan individu berdasarkan pilihan pernikahan mereka. Data diambil dari kuesioner yang diisi oleh 110 responden di Kabupaten Bekasi, yang terdiri dari individu lajang berusia 18 hingga 30 tahun, yaitu 80 perempuan dan 30 laki-laki. Analisis data dilakukan dengan perangkat lunak RapidMiner untuk mengevaluasi efektivitas tiga algoritma pengelompokan—K-Means, X-Means, dan K-Medoids—dalam mengelompokkan pola keputusan pernikahan di kalangan pemuda yang menghadapi Quarter Life Crisis di Kabupaten Bekasi. Hasilnya menunjukkan bahwa setiap algoritma memiliki keunggulan dan kelemahannya masing-masing dalam memproses data Quarter Life Crisis. Hasil analisis menunjukkan bahwa algoritma K-medoids memberikan hasil clustering terbaik dengan nilai DBI terendah yaitu 0.195, diikuti oleh algoritma X-Means dengan nilai 0.199 dan K-Means dengan nilai 0.207. Hasil ini dapat membantu memahami pola keputusan menikah pada fase Quarter Life Crisis dan membantu memberikan wawasan bagi pembuat kebijakan di Kabupaten Bekasi membuat program intervensi yang lebih efektif.  Kata kunci: K-Means; K-Medoids; X-Means 
COMPARATIVE ANALYSIS OF K-MEANS, X-MEANS AND K-MEDOIDS IN CLASSIFYING MARRIAGE CHOICED ADMIST QUARTER-LIFE CRISIS Ariza, Disya Nurul; Ningsih, Rahayu; Muryani, Sri; Ferliyanti, Herlina; Wahidin, Ahmad Jurnaidi
JURTEKSI (jurnal Teknologi dan Sistem Informasi) Vol. 11 No. 1 (2024): Desember 2024
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat (LPPM) STMIK Royal Kisaran

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33330/jurteksi.v11i1.3554

Abstract

Abstract: Bekasi Regency, being one of the key cities in Indonesia, offers a suitable setting to study the intricacies of marriage decision-making during a quarter-life crisis. This study focuses on the application of clustering algorithms to categorize individuals based on their marriage choices. Data was collected from a questionnaire completed by 110 respondents from Bekasi Regency, specifically individuals aged 18 to 30 who are single, including 80 women and 30 men. Data analysis was conducted using the RapidMiner software to evaluate the effectiveness of three clustering algorithms K-Means, X-Means, and K-Medoids in categorizing marriage decision patterns among young people experiencing a Quarter Life Crisis in Bekasi Regency. Results indicate that each algorithm has its own strengths and limitations in handling Quarter Life Crisis data.The results of the analysis show that the K-medoids algorithm provides the best clustering results with the lowest DBI value of 0.195, followed by the X-Means algorithm with a value of 0.199 and K-Means with a value of 0.207. These results can help understand the pattern of marriage decisions in the Quarter Life Crisis phase and help provide insights for policymakers in Bekasi Regency to make more effective intervention programs.            Keywords: K-Means; K-Medoids; X-Means  Abstrak: Sebagai salah satu kota besar di Indonesia, Kabupaten Bekasi memberikan konteks yang tepat untuk mempelajari kompleksitas pengambilan keputusan pernikahan di tengah krisis seperempat usia. Penelitian ini berfokus pada pemanfaatan algoritma clustering untuk mengelompokkan individu berdasarkan pilihan pernikahan mereka. Data diambil dari kuesioner yang diisi oleh 110 responden di Kabupaten Bekasi, yang terdiri dari individu lajang berusia 18 hingga 30 tahun, yaitu 80 perempuan dan 30 laki-laki. Analisis data dilakukan dengan perangkat lunak RapidMiner untuk mengevaluasi efektivitas tiga algoritma pengelompokan—K-Means, X-Means, dan K-Medoids—dalam mengelompokkan pola keputusan pernikahan di kalangan pemuda yang menghadapi Quarter Life Crisis di Kabupaten Bekasi. Hasilnya menunjukkan bahwa setiap algoritma memiliki keunggulan dan kelemahannya masing-masing dalam memproses data Quarter Life Crisis. Hasil analisis menunjukkan bahwa algoritma K-medoids memberikan hasil clustering terbaik dengan nilai DBI terendah yaitu 0.195, diikuti oleh algoritma X-Means dengan nilai 0.199 dan K-Means dengan nilai 0.207. Hasil ini dapat membantu memahami pola keputusan menikah pada fase Quarter Life Crisis dan membantu memberikan wawasan bagi pembuat kebijakan di Kabupaten Bekasi membuat program intervensi yang lebih efektif.  Kata kunci: K-Means; K-Medoids; X-Means 
Co-Authors A, Faiz Abdul Majid Adila, Nesria Aditya, Suwanda Agung Prasongko, Wahyu Ahmad Jurnaidi Wahidin Ahmad Wifaqi Shiddiqi Akmal, Fauzi Alam, Muhammad Ramadhan Sangisda Aminuddin Aziz, M.PdI, Abdullah Amra, Ricca Nophia Amra, Ricca Nophia Amra Ana Fatonah Ana Fatonah, Ana Ananda, Nely Angriani, Riana Anisa Putri Anjani, Yulia Rizki Anus Wuryanto Aprilliah, Widya Ariyanti, Putri Ariza, Disya Nurul Asrika Sari Harahap Auziah, Silfia Bancin, Fitriani Banciny, Fitriani Banurea, Indah Bariroh, Umi Basra, Sri Meiweni Basunanda, Muhammad Devan Beni Rahmatullah Carmel Meiden Caterin Magdalena Simamora Dafrizal, Dafrizal Damayanti, Elok Dania Azzahra, Keyza Desi Handayani Lubis Devi Risma Devind Camelia Rossa Dewi Yuliandari Dwi Aminatus Sa’adah Dwi, Gebi Sintia Eko Haryanto Eneng Iviq Hairo Rahayu Epianingsih, Yuliana Erawati, Wati Essa Waldhani, Gesti Febiola, Tasha Samira Feriyanto, Mochamad Zely Eko Gesti Essa Waldhani Hanifuddin Mahadun Hapid Hapid Herlina Ferliyanti Idawati, Khoirotul Irma Noviana, Irma Irnawati Irnawati Istiqomah, Amelia Isyana Emita Julian, Marval Juliani, Vivi Selesti K, Munawir Karnadi, Karnadi Kertanegara, I Wayan Alvin Kevin kevin Khofifa Inda Maulidah Khusnul Khotimah Laila Hayati, Laila Lisabela Narandia Maqfirah, Ulfa Maula, Iffatul Medianasari, Putri Melya Husna Minda Septiani Moch. Ainul Yaqin Monalisa, Dian Muh. Amir Anas Muhammad Agus Muljanto Muhammad Devan Basunanda Muhammad Helmi Muhammad Husni Muhammad Rifai Muhammad Zulkarnain Narandia, Lisabela NH, Khairu Ramadani Nisaa', Choirin Noerbayani, Pani NURLIANA NURLIANA Nurpadilah, Sintia Dona Pabidang, Siswanto Pasaleron, Roni Pattiasina, Tiska Prameswari, Vidya Prastiwi, Yurika Pratomo, Andro Dewa Priatno, Priatno Primantari, FA. Luky Purwati, Rati Putri, Halimatussa’diyah Putri, Rahmayana Rahman, Ikhwan Raja, Bangkit Kharisma Rambe, Riska Sititah Rambe, Rizka Sititah Rasdiany, Apriana Nofriastuti Ratih Puspita, Ratih Ratna Ratna Ria Novianti Ricca Nophia Amra Rofiatul Hosna sanjay, sanjay Sanjaya, Ira Sapto Widiyanto Silalahi, Mey Ramenawati Silvy Amelia - Universitas BSI Simamora, Caterin Magdalena Sinta Rukiastiandari Siswanto, Felicia Solly Aryza Sri Muryani, Sri Sri Wahyuni Suarno Sadar Suhardoyo Suwanda Aditya Suwanda Aditya Saputra Titik Misriati Ulyana, Dyah Nurul Umami, Novita Utami, Hana Putri Verra Sofica Waldhani, Gesti Essa Walim, Walim wati erawati Widya Aprilliah Wilda Tri Handayani Williandani, Mega Wina Yusnaeni Wulandari, Wiranda Yulia Ratih, Silvia yuliawati, eni Zainul Arifin