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Journal : Journal of Computer Science and Informatics Engineering

Classification of Nutritional Status in Toddlers Based on Anthropometric Data Using Random Forest Imung, Mundirin; Idawati, Idawati; Latief, Ibrahim
Journal of Computer Science and Informatics Engineering Vol 4 No 4 (2025): October
Publisher : Ali Institute of Research and Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55537/cosie.v4i4.1175

Abstract

Stunting is a chronic nutritional problem that remains a major challenge in improving child health in Indonesia. This condition has long-term impacts on physical growth, cognitive development, and future productivity of children. Early detection of toddlers' nutritional status is crucial for effectively preventing and addressing stunting cases. This study aims to develop a machine learning-based classification model for toddlers' nutritional status using simple anthropometric data, namely age (in months), sex, and height (in cm). The dataset used in this study was sourced from the 2022 historical records of the Health Department and the Community-Based Nutrition Recording and Reporting System (E-PPGBM), comprising 120,999 entries categorized into four nutritional status classes: normal, tall, stunted, and severely stunted. Data preprocessing included label encoding and feature standardization. The model employed is the Random Forest Classifier, evaluated using accuracy, precision, recall, and F1-score metrics. The training results show that the model achieved a classification accuracy of 99.93% on the test data, with F1-scores for each class as follows: Normal = 0.9998, Severely Stunted = 0.9985, Stunted = 0.9975, Tall = 0.9997. Feature importance analysis indicates that height is the most influential feature in the classification task. These findings demonstrate that machine learning algorithms, particularly Random Forest, are effective for predicting toddlers’ nutritional status and have strong potential to be integrated into digital applications that support Indonesia’s stunting reduction programs. However, the model's limitation lies in its use of only basic anthropometric features—age, sex, and height—without considering additional variables such as weight, disease history, dietary patterns, socioeconomic status, or immunization history, which may also influence a child's nutritional status. To improve the model's accuracy and relevance, it is recommended to incorporate other related features, such as body weight, nutritional intake, health history, and social-economic indicators, in future research.
Co-Authors Abd Rahman Abdul Azis Abdul Aziz Achmad Romadin Ahdyani, Risa Akbar, Aimar Akmal Hamsa Akrom, Abdul Hayyi Ali, Zulrifqa Rofiqa Ambarwati, Lia Novela Amin, Izaz Ulwan Amni, Nailatul Andi Miftahul Jannah Andi Muhammad Irfan Anjeli, Maduri Annisa Ardhana Febrianti Taufiq Anwar Anwar Apriani, Leni Aqilah Salsabila Ardania, Ardania Ardjasa, Wayan Sabe Arfianti Arfianti Arifin, Jamaluddin Arzam, Taruna S. Asrul Karim Asy’ari, M. Hasanil Azizah, Tiara Putri Azmi M , Nur Babo, Rosleny Baids, Fajrin Basri, H.M Basri, Rahmaniar Budi Murtiyasa Cutra Aslinda Dalman, Dalman Dani, Windi Mawar Danil Danil Darmawati Darmawati Dewi Rahma Fitri Dewi Safitri Dian Palupi Rini Dian Rahayu Edi Surya, Edi Eka Warni EVA FARIDAH Fadilah Neyarasmi Fahmi Ningsih, Aulia Faisal Kamal Fajar, In Rahmi Fatria Fariza, Andi Arbaina Fariza Fatchiya, Fatchiya Febriani, Utami febriyanti febriyanti Fifi Arfiani Gandanegara, S Gazali, Novri Guniarti, Beatrisda Effi Haerani Haerani Haidar, Haidar Hairussolihin, Hairussolihin Hajrah Hajrah, Hajrah Hakil, Muhammad Hamdiah Hamdiah Handayani, Benni Handayani, Sri Harahap, Meliani Sukmadewi Hardiyati, Iin Harun Joko Prayitno Hasan Hasan Hasni Hasni Hendrawan, Eka Heni Pujiastuti Henny Mahyudin Hidayah Quraisy, Hidayah Husnul Khatimah Idamansari, Indah Iis Marsithah Indana, Nabila Irnawati Irnawati Isma, Sitti Nurmuthmainnah Ismuntania, Ismuntania Iwit Prihatin Jamil, Poppy Camenia Jufri Jufri Junaidi, Turno Jusmiati Jusmiati Kartika Kartika Khairunnisa, Indah Kharimah, Andi Nurul Kisman Salija, Kisman Latief, Ibrahim Latif, Nurlaela Lu’mu, Alfini Ramdhini Dg. M Lina Mariati Mariati Markamah, Markamah Marwan Marwan Mayong, Mayong Megasari, Megasari Minzar, Minzar Mu'alim, Azhar Muchrana, Ummul Muchtar, Fitri Yanty Muh Iqram Marlis Muhammad Basri Muhammad Nawir Muhammad Rozali Muhammad Saleh mulyani, Syarifah Mundirin Mundirin Muslim Muslim Mutiawati Mutiawati Muzaini, Muhammad Nasriah Nasriah Nasution, Nurromsyah Nevianti, Nevianti Neyarasmi, Fadilah Nur Azmi Nur Hidayat Nurbaeti, Andi Nurdin Bukit Nurhafsah, Nurhafsah Nurhidayah, Alfiyyah Nurjannah Nurjannah Nurlaely, Nurlaely Nurlela Mufida nurliah, nurliah Nurlina Nurlina Nurmala Nurmala Nurromsyah Nasution Nursalam Nursalam Nurul Amadyah Nurusiah, Nurusiah Nurwahyuni Oki Candra, Oki Patta, Nur Fitrah Julianti Pelangi, Herman Pratiwi Pratiwi Primanita, Anggina Puspitasari, Leni Putra, M Vitdriansyah R, Mutahharah Rahayu, Lisnawati Rahman Haryadi, Rahman Rahmania Rusman Rahmawati, Rahmawati Rahmayani, Irma Rakhman, Fakhryan Ramly, Ramly Rasmi Rasmi, Rasmi Raudatul Patimah, Raudatul Reski, Nur Aminah Risani, Arni Risna Susanti Rofika, Nurul Romi Cendra, Romi Rosdiana Rosmawardiani, Rosmawardiani Rosmi, St. rubino, rubino S Slamet, S S, Jumariati S, Nur Intan Permata Safitri, Nur Anita Syamsi Sahara , Tuti Sahmar, Sri Wahsphina Sakaria Sakaria Sakinah Fitri, Sakinah Salam Salam salamah salamah Sappareng, Sukriming Saputra, Tommy Sarmila, Sarmila Sartika Defianty Sayadi, Hamdia Sehu, Hijrawati Sella Mawarni Sirajuddin Sirajuddin Siregar, Ihsan Sobirin, Maulana Sofyan Anif Sri Mulyani sriwahyuni Sriwahyuni St. Nurasiah Suardi, Suardi Subhiah Suhaibaton, Suhaibaton Sukawati, Sukawati Sukma, Bibit Sukri, Al Sunarti, Trye Suparti , Dian Susan Neni Triani Susanti, Ita Sutama Syahyani, Ayu Syamsiar, Syamsiar Syamsuddin, Agustan Syamsul Arif Syefriani syefriani Syukuri, Rezki Auliyah T, Hikmawati Tanjung, Muaz Tanna, Maydal Tessa Shasrini Tjitropranoto, Tjitropranoto Ummi Salamah Ummi Salamah Utami, Darmayanti Mauti Verlinda, Desnia Wemay, J Widiarini, Wanti Winda Ratna Dewi Witasari, Witasari YANTI, HERA Yuliana Yuliana Yuliana Yuliana Yumna Yumna, Yumna Yustiananda, Yustiananda Yusuf, Nuraini Zahara, Juni