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All Journal MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Bulletin of Electrical Engineering and Informatics Jurnal Sarjana Teknik Informatika Bulletin of Electrical Engineering and Informatics Jurnal Teknologi Informasi dan Ilmu Komputer Register: Jurnal Ilmiah Teknologi Sistem Informasi Bulletin of Electrical Engineering and Informatics Journal of Development Research Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer Knowledge Engineering and Data Science Conference on Innovation and Application of Science and Technology (CIASTECH) Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) ILKOMNIKA: Journal of Computer Science and Applied Informatics Jurnal Mnemonic Journal of Digital Education, Communication, and Arts (DECA) Jurnal of Applied Multimedia and Networking International Journal of Advances in Data and Information Systems TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Teknik Informatika (JUTIF) Walisongo Journal of Information Technology SinarFe7 Didaktika Religia Jurnal Informatika dan Teknologi Pendidikan Innovative: Journal Of Social Science Research Bulletin of Social Informatics Theory and Application Aksa : Jurnal Desain Komunikasi Visual Jurnal Rekayasa Sistem Informasi dan Teknologi Jurnal Sains Komputer dan Sistem Informasi Jurnal Riset Multidisiplin dan Inovasi Teknologi Jurnal ilmiah teknologi informasi Asia
Fresy Nugroho
UIN Maulana Malik Ibrahim
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Journal : knowledge engineering and data science

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Spatial Analysis and Machine Learning Integration for Nutritional Status Mapping Using ANN and Random Forest Models Anggraini, Desi Anis; Kurniawan, Fachrul; Nugroho, Fresy; Koeshardianto, Meidya; Iqbal Bachtiar, Mohammad
Knowledge Engineering and Data Science
Publisher : citeus

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Abstract

Nutritional problems among children under five remain a major public health challenge. This research seeks to create a spatially oriented system for evaluating and mapping nutritional status utilizing Artificial Neural Network (ANN) and Random Forest (RF) algorithms. Data obtained from the Sumenep District Health Office included age, weight, height, and gender variables. Both models were trained using a 70:30 data ratio and evaluated with accuracy, precision, recall, and F1-score metrics. The ANN model achieved an accuracy of 95.8%, while the RF model reached 97.7%. Classification results were visualized through a Geographic Information System (GIS) to illustrate spatial distribution and identify high-risk zones. The integration of machine learning and spatial analysis proved effective in enhancing classification accuracy, improving data interpretation, and supporting data-driven nutritional policy and regional health decision-making.
Co-Authors Adnan Muhammad Taufiqulhakim Afiifah Zain Raidah Agung Teguh Wibowo Almais Ahmad Fahmi Karami Al Hamidy, Kautsar Quraisy Al Mahdi, Prayuda Zaky Alfarisi, Muhammad Firyal Alfia, Lia Alfia Aljawad, Ulil Albab Amani, Holidiyatul Anggraini, Desi Anis arfianto, farhan dzaffa Arief, Yunifa Miftachul Arif, Yunifa Mifachul Arif, Yunifa Miftahul Asyhari, Hamzah Faizal Atmaja, Gumilang Atnang, Muhammad Audi Bayu Yuliawan Azhar Affandi Azzahra, Alivia Baihaki, Achmad Fahry Biktarinanda, Arneizha Cahyo Crysdian Cahyo Crysdian Dian Maharani, Dian Eko Mulyanto Yuniarno Fachri, Moch Fachrul Kurniawan Fadilaaa, Juniardi Nur Farid Ahmad Sa’aduddin Ferdianto, Akhmad Faizal Ferelian, Muhammad Fitry Taufiq Sahary Hammad, Jehad A.H. Hammad, Jehad AH Hani Nurhayati Harfianti, Nadya Putri Harto, Sumber Hidayatullah, Fauzil I Gusti Putu Asto Buditjahjanto Ida Ayu Putu Sri Widnyani Ihsan, Afif Nuril Ikhlayel, Mohammed Iqbal Bachtiar, Mohammad Juniardi Nur Fadila Khomariyah, Aniek Nurul Koeshardianto, Meidya Lestari, Tri Mukti M. Amin Hariyadi Maharani, Elfira Putri Mahmud, Azkiya Makarim, Muhammad Abyan Marudin, Marudin Mitachul Arif, Yunifa Mochamad Hariadi Muhamad Husni Mubarok Muhammad Andryan Wahyu Saputra Muhammad Faisal Muhammad Faisal Muhammad Hasan Muhammad Ridho Mutaqin, Ghani Mutaqin, Rizal N, Alfina Nurrahma Najwa Mazaya, Nada Nadhira Nandana, Prana Wijaya Pratama Nazira, Yuzema Mala Novrindah Alvi Hasanah Nuraini, Salsabila Ramadanti Nurrahma ‘N, Alfina Nurrahma, Alfina Pebrianti, Dwi Prakasa, Aji Bagas Pratama, Dicky Arya Puspa Miladin Nuraida Safitri A. Basid Raidah, Afiifah Zain Ririen Kusumawati Rohma, Salma Ainur Roro Inda Melani RR. Ella Evrita Hestiandari Sa’aduddin, Farid Ahmad Sifaulloh, Hafizzudin Suci Wulandari Suci Wulandari Sugiharto , Tomy Ivan Suhartono Suhartono Suyanta Suyanta Syawab, Moh Husnus Tamaulina Br Sembiring Tarranita Kusumadewi Taufiqulhakim, Adnan Muhammad Utama, Isma Izha Wafiy Anwarul Hikam Wibowo, Munif Yuniar Setyo Marandy Yunifa Miftachul Arif Zainal Abidin Zidan, Muhammad Zifora Nur Baiti