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All Journal Dinamik Bulletin of Electrical Engineering and Informatics INTEKNA POSITIF Jurnal Edik Informatika : Penelitian Bidang Komputer Sains dan Pendidikan Informatika Jurnal Surya Medika JOURNAL OF APPLIED INFORMATICS AND COMPUTING SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Jurnal Sinergitas PkM & CSR Jurnal Nasional Komputasi dan Teknologi Informasi Jurnal Teknologi dan Informasi INFOMATEK: Jurnal Informatika, Manajemen dan Teknologi Al-Tamimi Kesmas: Jurnal Ilmu Kesehatan Masyarakat (Journal of Public Health Sciences) Jurnal Informasi dan Teknologi Jurnal Persatuan Perawat Nasional Indonesia (JPPNI) Tematik : Jurnal Teknologi Informasi Komunikasi Phasti: Jurnal Teknik Informatika Politeknik Hasnur Jumat Informatika: Jurnal Pengabdian Masyarakat Majalah Ilmiah UPI YPTK Dinamika Kesehatan: Jurnal Kebidanan dan Keperawatan Journal of Pharmaceutical Care and Sciences Jurnal Rumpun Ilmu Kesehatan Health Research Journal of Indonesia Journal of Advances in Medicine and Pharmaceutical Sciences Health Sciences International Journal Adpebi Science Series KOPEMAS INSTALL: Information System and Technology Journal
Muhammad Zulfadhilah
Teknologi Informasi, Universitas Sari Mulia
Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Public Health Social Sciences Transportation Other

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Journal : Bulletin of Electrical Engineering and Informatics

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Prediction of linear model on stunting prevalence with machine learning approach Mambang, Mambang; Marleny, Finki Dona; Zulfadhilah, Muhammad
Bulletin of Electrical Engineering and Informatics Vol 12, No 1: February 2023
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v12i1.4028

Abstract

An increase in the number of residents should be anticipated including in the health sector, especially the problem of stunting. Stunting in children disrupts height and lack of absorption of nutrients. Information and data drive change in many areas such as health, entertainment, economics, business, and other strategic areas. The stages carried out in this study are initiating, developing linear models, and making prediction results on linear machine learning models. The results of testing with the scikit-learn linear model with a minimum variable of 19 get the best test results, namely the polynomial regression with pipeline model with mean absolute percentage error (MAPE) 0.02, root mean square error (RMSE) 3.32, and coefficient of determination (R2) 1,00. Testing with the scikit-learn linear model with a maximum variable of 48 gets the best test results, namely the polynomial regression with pipeline model with MAPE 0.00, RMSE 3.79 and R2 1.00. Testing with the scikit-learn linear model with an average variable of 32 gets the best test results, namely the polynomial regression model with MAPE 0.01, RMSE 3.32, and R2 1.00. The results of testing with the scikit-learn linear model with the minimum, maximum, and average variables get the best test results, namely the polynomial regression with pipeline model.
Co-Authors ., Mambang Abdul Kadir Adryan Ramadhan Ahmad Busairi Ahmad Faisal Ahmad Ghazali Madhony Ahmad Riki Renaldi Ahmad Riki Renaldy Angga Irawan Anggraini Susfarwanti Annisa Annisa Anshori Prasetya, Muhammad Riko Antonia Yenitia Asyiah Asyiah Aulia Rahma Aulia, Hudatul AULIA, RIZKA Bayu Nugraha Bima Wicaksono Cipta, Subhan Panji Darini Kurniawati Dewi Pusparani Sinambela, Dewi Pusparani Dwi Salmarini, Desilestia Eka Prastya, Septyan Finki Dona Marleny Fitriani Fitriani Gusti Zahratunnisa Hadi, Nofie Haniffah Sri Rinjani Heni Pujiastuti Hikmah, Rahmadaniati Hudatul Aulia Husna Karima Imam Riadi Indah Wulandari Irawan, Angga Iwan Yuwindry Jaya Hari Santoso Junius Akbar Karlina Karlina Kartika Kartika Kartika Kartika Kelana, Enisda Libra Kunti Nastiti Lisda Handayani, Lisda Lisyanti, Fatthiya Lufila Fila M Samsul Hasbi M Samsul Hasmi Mambang Maria Ulfah Maulana, Maghfur Maulana, Rahmat Melda Melda Miranda Miranda Misnawati Muhammad Khairul Akbar Muhammad Riduan Syafi’i Muhammad Satrio Ayuba Muhammad Zaini Bakri Muthia Elma Mutmainah Mutmainah Naparin, Husni Nita Hestiyana Noor Pratama, Ramadhani Nopie Hadi Novalia Widiya Ningrum Novita Dewi Iswandari Nur Hidayah Nur Lathifah Nur Meilianti Maulida Nurhaeni Nurhaeni Nurhaeni Nurhaeni NURUL HIDAYAH Pebriadi, Muhammad Syahid Prastya, Septyan Eka Putri Putri Putri Yuliantie Rahmini Rahmini Retno Ermadiningtyas Rhafiq Abdul Ghani Riduansyah, Muhammad Risma Maulida Risma Risma Rismawati Rismawati Rizkian Muhammad Fikri Ropikah Ropikah Samita, Mambang Sandro Nesta Pembriano Sari, Rahmadah Septian Eka Prastya Septyan Eka Prasetya Septyan Eka Prastya Septyan Eka Prastya Setia Budi Shopa Handayani Siti Gadis Hardianti Subhan Panji Cipta Subhan Panji Cipta Sultan Arrasyid Susanti Suhartati, Susanti Syapotro, Usman syifa, Nur Tasya Salsabila Umi hanik Fetriyah, Umi hanik Viviana Viviana Winda Maolinda, Winda Wulandari Febriani Wusko, Ikna Urwatul Yudi prayudi Yunandar Yunandar Yusri Yusri Zaini Lambri Assyaifi