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All Journal GEMA TEKNOLOGI Jurnal Ilmiah Informatika Komputer Semantik Jurnal Intelektualita: Keislaman, Sosial, dan Sains POSITIF JOIV : International Journal on Informatics Visualization International Journal of Artificial Intelligence Research Jurnal Informatika JURNAL MEDIA INFORMATIKA BUDIDARMA Jurnal Ilmiah Matrik Jusikom : Jurnal Sistem Komputer Musirawas Jurnal Sisfokom (Sistem Informasi dan Komputer) Jurnal Teknologi Informasi MURA Jurnal Informatika Global JUSIM (Jurnal Sistem Informasi Musirawas) Jurnal Tekno Kompak Jurnal Pendidikan dan Konseling Jurnal Ilmiah Betrik : Besemah Teknologi Informasi dan Komputer Sains, Aplikasi, Komputasi dan Teknologi Informasi Budapest International Research and Critics Institute-Journal (BIRCI-Journal): Humanities and Social Sciences Jurnal Teknologi Informatika dan Komputer SPEKTA (Jurnal Pengabdian Kepada Masyarakat : Teknologi dan Aplikasi) Teknika Jurnal Nasional Ilmu Komputer Informanika Journal of Software Engineering Ampera Jurnal Pengembangan Sistem Informasi dan Informatika International Journal of Basic and Applied Science Jurnal Pengabdian kepada Masyarakat Bina Darma Jurnal Pengabdian Mandiri Jurnal Bina Komputer Jurnal Teknologi Informasi Mura Jurnal Ilmiah Betrik : Besemah Teknologi Informasi dan Komputer E-Amal: Jurnal Pengabdian Kepada Masyarakat Kesejahteraan Bersama : Jurnal Pengabdian dan Keberlanjutan Masyarakat Jurnal Sistem Informasi Komputer dan Teknologi Informasi
Widya Cholil
Program Pasca Sarjana Tekni Informatika Universitas Bina Darma Palembang
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Journal : International Journal of Basic and Applied Science

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Classification of stunting for early childhood in indramayu using machine learning methods Krisnanik, Erly; Cholil, Widya; Adrezo, Muhammad; DP, Catur Nugrahaeni; Binti Mohamad, Mumtazimah
International Journal of Basic and Applied Science Vol. 14 No. 2 (2025): Optimization and Computer Science
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/ijobas.v14i2.833

Abstract

The stunting prevalence rate in 2020 of the Ministry of Health of the Republic of Indonesia was 38.9%. The stunting prevalence rate in Central Java itself is 33.9%, of which 17.0% are stunted and 16.9% are very short. The purpose of the study is to obtain valid data on the factors causing stunting and carry out the classification process quickly. The method used in this study is machine learning by comparing three algorithms, namely: SVM, KNN and Random Forrest. The results of this study are said that the average calculation of the accuracy level of early childhood stunting data using SVM and KNN is above 80% and Random Forrest is below 80%. While the calculation results of the average precision value of 84% and recall value of 80% using SVM, the average precision value of 95% and the recall value of 91% using KNN with K = 1, and the average precision value of 87% and the recall value of 52% using Random Forrest.  The conclusion of the comparison between SVM, Random Forest and KNN methods to calculate precision and recall values can be said that KNN is better with K = 1 close to 100%.
Co-Authors A.Haidar Mirza Ade Ramadhan Dalimunthi Adiktia Adiktia Agiyani, Gina Ali Imron Amin, Zulius Akbar Andriani, Nia Andryani, Ria Anita Muliawati Antoni, Darius AR, Hasmawaty Aristian Aristian Asmanita . Azim Zaliha binti Abd Aziz Bayu Hardiono Binti Mohamad, Mumtazimah Chairul Mukmin Chindi Seftylia Darius Antoni Darius Antoni Darius Antoni Darusalam, Darusalam Dea Vitara Dedy Syamsuar Dedy Syamsuar DP, Catur Nugrahaeni duince fernande Dwi Mardiana Edi Surya Negara Erly Krisnanik Eva Eva Evi Novilia Fajar Prayoga Fandy Kurniawan Febriyanti Panjaitan Firdaus Fitria Rahmadayanti Fosu , Agyei Friska Aryani Hadi Syaputra Herdiansyah, M. Izman Herdiansyah, M. Izman Ilham Muammar Choiri Ilham, Mohammad Indri Endang Lestari Isnainiyah, Ika Nurlaili Jayanta Jayanta Kraugusteeliana Kraugusteeliana Lestari, Indri Endang Lily Pebriana. S Linda Atika Linda Atika Linda Atika Lingga Tiara Mahardika, Billi Mahdalena, Desi Mohammad Ilham Muhamad Akbar Muhammad Adrezo Muhammad Akbar Muhammad Izman Herdiansyah Muhammad Kamil Mukron Roni Mutia Mawardah Nizar Firliansa Nizar Firliansa Nurmayanti Nurmayanti Prihandoko . Raden Muhammad Mirza Prasetyo Rama Andriya Saputra Renaldi dwi putra Renal Rendi Septriadi Reni Septiyanti Ria Aprinda Ria Astriratma Rolia Wahasusmia Rolia Wahasusmiah Rumondang Martha Ambarita Ryan Andrian Safta Hastini Siti Ratu Delima Siti Sauda Sukmawati, Ade Susan Dian Purnamasari Syahril Rizal, Syahril Tata Sutabri Timur Dali Purwanto Harkespan Tjahjanto Tjahjanto Tri Basuki Kurniawan Tri Basuki Kurniawan Usman Ependi Widi Pradnyana, I Wayan Wulandari, Intan Fitriana Yesi Novaria Kunang Yoga Pratama Yupika, Eva Zaid Amin, Zaid Zaidiah, Ati Zulius Akbar Amin