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Journal : scientific journal of informatics

Performance Analysis for Classification of Malnourished Toddlers Using K-Nearest Neighbor Lonang, Syahrani; Yudhana, Anton; Biddinika, Muhammad Kunta
Scientific Journal of Informatics Vol 10, No 3 (2023): August 2023
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v10i3.45196

Abstract

Purpose: Malnutrition in toddlers is a nutritional issue that Indonesia is still dealing with. Toddlers can suffer from decreasing cognitive and physical abilities, as well as being categorized as having a high risk of death. Early detection is crucial for preventing this and providing appropriate treatment if malnutrition is detected. Classification is a machine-learning technique widely used in disease detection. Because it is simple and easy to implement, K-Nearest Neighbor is the most used classification algorithm. Detecting malnutrition can be done automatically and more quickly by utilizing classification and machine learning algorithms. The aim of this study was to analyze performance to find out which model is best for detecting malnutrition by evaluating the performance of classification using KNN with the Euclidean distance function.Methods: The dataset used in this study is the nutritional status of toddlers from Puskesmas Ubung. The classification method proposed in this research is the KNN algorithm with Euclidean distance. There are three scenarios for the classification model that will be used. Performance classification will compare each model in terms of accuracy, precision, recall, f1-score, and mean absolute error.Results: The experimental results show that KNN k = 15 using the first model generates excellent classification when classifying malnourished toddlers using the Euclidean distance function. The model obtains 91% accuracy, 86.6% precision, 83.8% recall, 85.2% recall, and a mean absolute error of 0.09.Novelty: In this experiment, we analyzed the performance of the KNN to classify malnourished children using a nutritional status dataset, which resulted in an excellent classification that could be used for early detection.
Co-Authors Abdul Fadlil Abrar Ridwan Aditya Kolakoti Affan, Dhava Chairul Agus Aktawan, Agus Agus Susanto, Harry Ahmad Azhari Ahmad Kafrawi Nasution Al Baqir, Mufaddal Aldibangun Pidekso Putro Aldri Frinaldi Alfaridhi, Dio Fahmi Alghiffari, Eka Kevin Ali, Raden Muhammad Aliyah Rasyid Baswedan Alper Calam Aminuyati Amrullah, Abdullathif Karim Ananda, Anisa Rizki Andre Kusnadi Anton Yudhana Areeprasert, Chinnathan Aristi Utami, Dyan Asep Bayu Dani Nandiyanto Asep Setyaji Asih, Hayati Mukti B. A. Budiman Bakhtiyor Nakhshiniev Bambang Hariyadi Bayu Febriyanto Bella Okta Sari Miranda Budi Santosa Budi Santosa Chuma Opwora, Meshack Dahlan, Bakrun Desi Lestari Dewi Soyusiawaty Dhias Cahya Hakika Dhias Cahya Hakika Dini Khairunnisa Tanjung Diyah Puspitarini Dori Yuvenda Dwi Hastuti Edhy Susatya Edhy Susatya, Edhy Egi Dio Bagus Sudewo Eka Afifah F. Triawan Fadliondi Fitri Nur Mahmudah Fitri Nur Mahmudah Fitriah Fitriah Fitriah Fumitake Takahashi Gilang Isa Baskara Hainur Rasyid Harinto, Joko Hasanah , Noviatun Hasanah, Noviatun Hasnul Azwan Herman Herman Herman Herman Herman Herman Herman Yuliansyah, Herman Heru Raharjo Husna, Jannatul Ikhlasul Amal Imam Riadi Indah Rahma Ilmiana Indryanto, Mokhamad Arif Irhash Ainur Rafiq Jogo Samodro, Maulana Muhamammad Julpan Hartono Suria Manja Manurung Junedi Haryanto Kamis, Arasinah Karima Anggita Wijayanti Kariyamin Kariyamin, Kariyamin Khoirul Anam Dahlan Khoirul Ma’arif, Muhammad Kintung Prayitno, Kintung Kurniasih, Indri M Bakrun Dahlan M. Yogi Riyantama Isjoni Martomo Setyawan Martomo Setyawan Maulana Muhammad Jogo Samudro Maulana, Irvan Mbuo, Wilda Moch. Nasheh Annafii Mochamad Syamsiro Mona Sholihah Muchlas, Muchlas Muhajir Yunus Muhamad Agus Sriyono Muhamad Alwi Talib Muhammad Aziz Muhammad Eko Agung Nugroho Muhammad Fahmi Mubarok Nahdli Muhammad Ridwan Muhammad Sayuti Muji Setiyo Murinto Murinto Musfirah Nabilah Amalia Nadia, Hafizhatu Nofikusumawati Peni, Nur Robiah Nor Azwadi Che Sidik Nunung Damayanti Nur Elby Hajjiah Putri Nur Mahmudah, Fitri Nur Makkie Perdana Kusuma Nur Setyanto, Barry Nurfitri Herlinamurti Nuri Ummahatina Nuriyah Muso Utomo, Sinta Nurwijayanti Olusegun David Samuel Opwora, Meshack Pamungkas , Rani Rahmawati Peni, Nur Robiah Nofi Kusumawati Pidekso Putro, Aldibangun Pratama, Genta Puguh Wahyu Prasetyo, Puguh Putri, Anggista Malya Putri, Vinanga Dentia Rahayu, Aster Razak, Farhan Radhiansyah Reni Yunita Ridwan Abdurrahman Rizky Caesar Irjayana Rofiah, Nurul Hidayati Rokhmah, Na'ilir Rusydi Umar S. Hanaoka Safitri, Anggi Samsul Hadi Satriya Dwi Putra Sayuti, Muhammad Setiawati, Nelly Setyawati, Nelly Shun-ichiro Ohmi Sonny Abriantoro Wicaksono Sri Mulyani Srikandi Novianti Subekti, Dewi Ani Sugeng Santoso Sugianti, Ardina Fitri Suhendra Sunardi, Sunardi Suprap, Suprap Susanto, Harry Agus Suwanti Suwanti Suwanti Suwardi Suwardi Suyanto, Sigit Syahputra, Derly Syahrani Lonang Syamsiar, Syamsiar Tri Handayani Tri Kuat Tri Kuat, Tri Triawan, Farid Tristanti, Novi Tuessi Ari Purnomo Wadiyo Wadiyo Widyastuti Purbani Wijantoro, Fuad Wijayanti, Karima Anggita Wiwik Handayani Yulianto, Dinan Yunisa, Fahmi Yuwantina, Anissa Zein, Wahid Alfaridsi Achmad