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Mohammad Taufan Asri Zaen
STMIK Lombok
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Journal : Bulletin of Computer Science Research

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Segmentasi Risiko Kesehatan Bayi dan Balita Menggunakan Algoritma K-Means Mutawalli, Lalu; Zaen, Mohammad Taufan Asri; Tantoni, Ahmad; Suhriani, Indi Febriana
Bulletin of Computer Science Research Vol. 5 No. 4 (2025): June 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bulletincsr.v5i4.504

Abstract

Urban disparities in maternal and child health remain a critical challenge in achieving the Sustainable Development Goals (SDGs). This study aims to map the disparity of health risks among infants and toddlers across 44 subdistricts in DKI Jakarta by analyzing three key indicators: prevalence of low birth weight (LBW), infant mortality, and undernutrition. Cross-sectional data from 2024 (n=176) were normalized using Min-Max scaling to minimize scale bias. The clustering process using the K-Means algorithm was conducted after determining the optimal number of clusters (k=5) through the Elbow method. Cluster validation employed three metrics—Silhouette Score (0.65), Davies-Bouldin Index (0.45), and Calinski-Harabasz Index (82.2)—demonstrating the model's consistency. Stability analysis through subsampling further confirmed the reliability of the results (standard deviation <0.1). Five risk patterns were identified: (1) two low-risk clusters (LBW <1.0%; undernutrition <2%), (2) two moderate-risk clusters (LBW 1.0–1.75%; infant mortality 0.5–3%), and (3) one high-risk cluster (LBW >1.75%; undernutrition >8%). The subdistricts of Jagakarsa and Kepulauan Seribu were identified as priority intervention hotspots due to high comorbidity risks. The findings indicate that the K-Means approach is effective in supporting evidence-based resource allocation policies, particularly in optimizing NICU services and nutrition supplementation programs in high-risk areas. This spatially based approach also facilitates more intuitive visualization for targeted and efficient planning of local health programs.
Co-Authors Abdul Gofur Ahmad Farijan Ahmad Tantoni Akram, Muh. Saiful Aliy Nauval Hanafi Andikasari, Devi Anitarakhmi Handaratri Apriani, Yanti Arif Maulana, Arif Asep Yunandy Ayu Lestari Baiq Daniatan Janiah Baiq Dea Zualina Baiq Sri Damanyanti Wiradarma Baiq Sri Mardiani Chaerun Hadiyan Syah Chalvin Bebby Febrianto Damanyanti Wiradarma, Baiq Sri Dedy Sofian MZ Dian Nitami Dodi Siregar Dodi Siregar EFENDI, GUNAWAN Eri Sasmita Susanto Erlin Windia Ambarsari Fadli, Sofiansyah Fahmi, Hairul Fahri Hamdani Falah Husni Fredy Windana Haerani, Kiki Hairul Fahmi Hairul Fahmi Hairul Fahmi Hamdani, Zainal Basit Hammid Muammar Robbani Al Faruq Handayani, Yudiana Tutik Hanif Priabdul Aziz Herfandi Herfandi Hifni, Hifni Husnul Khotimah Ichwan Purwata Idham Idham Indi Febriana Suhriani Istiqlal, Alamullah Julkarnaen Julkarnaen Julkarnain, M. Jumaryadi, Yuwan Khairan marzuki Khairul Imtihan Khairunnazri Khairunnisak Khalid, Syam Basri Kiki Haerani L Dita Putra LALU GALUH FIRMAN SIHABULLAH Lalu Mutawalli Leni Sefvia M. Julkarnain M. Saiful Akram Maemun Saleh Mansur Mardi Mardi Marzuki Adami Maulana Ashari Mega Tazayyun Mesran, Mesran Mirna Hidayati, Fitri Muammar Patoni Muh Nawawi Muhamad Hariadi Muhammad Fauzi Zulkarnaen Muhammad Irwan Suryadi Mulyanto, Yudi Mustakim Mustakim Musthofa Luthfi Al Manfaluty NABILA OPER Natasya, Nenti Aulia Nawassyarif Nitami, Dian Nora Dery Sofya Novita Susiana Ikhwani Piandari, Reski Pratama, Walidi Wahyu Putra, L Dita Putri, Juliyantika Ayudita Reflan Revife Purba Rizal Mahendra Rizal, Samsu Rodianto, Rodianto Rosika, Herliana Rozi, Fatrul Rusdan Rusdan Ryadi Putra Ryan Suarantalla Saepul Bahri Safira, Azzahrah Maulya Safwan Sihab Saikin Saikin Sansul Yasmi Sari, Kadek Dwijayanti Komala Septia, Laili Setiawansyah Setiawansyah Siti Fatmah Siti Patimah Az-zaen Sofiansyah Fadli Sofya, Nora Dery Sonia Sonia Sopian Sumardi Sri Agustiani Br Siburian Suharjo, Darji Darmo Suhriani, Indi Febriana Sunaryo Sunaryo Syahadatul Intihan Tantoni, Ahmad Tedi Irawan Trisnadi, Yudi Uyunun Lusiana W, Yunanri Wafiah Murniati Wahyu Ramadhan Wijono Wijono Wire Bagye Wire Bagye Yudi Pratama Yuliadi Yuliadi Yuliadi Yuliadi Yusroaini, Yusroaini Zainal Basit Hamdani Zulkhaeri, Zulkhaeri