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Journal : journal of soft computing exploration

Comparison of supervised machine learning methods in predicting the prevalence of stunting in north sumatra province Saragih, Vinny Ramayani; Arnita, Arnita; Indra, Zulfahmi; Taufik, Insan; Sinaga, Marlina Setia
Journal of Soft Computing Exploration Vol. 5 No. 4 (2024): December 2024
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v5i4.498

Abstract

Stunting is a growth and development disorder in children caused by chronic malnutrition and repeated infections. Stunting has significant short- and long-term impacts and is one of the major health issues currently faced by Indonesia. The prevalence of stunting in North Sumatra Province is 18.9%, and the provincial government aims to reduce this prevalence to 14% by 2024. This study aims to compare the performance of several supervised machine learning methods in predicting stunting prevalence in North Sumatra Province. The data used is secondary data from 2021 to 2023, covering 33 districts/cities in the province. This study evaluates three machine learning models: Support Vector Regression (SVR), Decision Tree, and Random Forest, using evaluation metrics such as Mean Squared Error (MSE) and Mean Absolute Percentage Error (MAPE). The analysis results show that Random Forest provides the most accurate and consistent predictions, with lower MSE, MAE, RMSE, and MAPE values compared to the other models in most areas. Decision Tree yields good results in some regions but tends to produce higher errors in certain cases. SVR exhibits a more varied performance, with some regions showing higher prediction errors. Overall, Random Forest is the superior model for predicting district/city-level data, although model selection should be tailored to the data characteristics and application needs
Co-Authors Abdi Setiawan Ada Novisari D. Simanungkalit Adidtya Perdana, Adidtya Adinda Soleha Adwitia, Keysa Shifa Adzkia Nur Nasution Agata Putri Handayani Simbolon Akbar Alif Haikal Akbar Alif haikal Aldrik Bastio Alfarizi Wijaya Alsya Adelia Putri Alya Namira Ammar Kamil Al Abror Ammar Kamil Al-Abror Ananda Hatmi, Reza Ananda Syafika Ananda, Rizky Anastasya Carity S, Disty Angel Agasari Siagian Angga Warjaya ARNAH RITONGA ARNAH RITONGA, ARNAH Arnita Arnita Arnita Ary Prandika Siregar Asra, Naufal Aqiilah Augis Dinanti Azis Kurniadi Azril Arfansyah Barus, Angelica Benedict Sandi Pangestu Rosa Bryant Tinambunan Buulolo, Calvin Sahputra Callysa Elistia Chairunisah Chairunisah, Chairunisah Chelsea Febiola br Sebayang Christian Nicholas Sinaga Claudia Agatha Br. Trigan Dede Yusuf Wagiman Denny Haris DIdi Febrian Drilanang, Mhd Ilyasyah Ega Pratama Elga Sari Tanjung Elmanani Simamora Evaliana Sembiring, Khatrin Fadlan Azmi Fahra Febiana Putri Fahra Pebiana Putri Farezi, Nazwar Farhan Ramadhan, Haikal Fauzan, M Rosyid Gerhard Hasangapon Parapat Hafizham Mufti Siregar Halawa, Sovantri Putra Paskah Harahap, Muhammad Abarorya Hasibuan, Muhammad Alby Savana Hasibuan, Najwa Latifah Hidayat, Muhammad Ferdiansyah Hijka Listia Hutagalung, Fhadillah Br Inna Muthmainnah Insan Taufik Jatmiko Althaf Aziz Jhon Gabriel Simarmata Jonathan Rio Gultom Kana Saputra S Khairany Zuhriyyah Jinan Hsb Khairida Octavia Ramadhani Khodotun Hadawiyah Margolang Khusnul Arifin . Lasker Pangarapan Sinaga Lastri Putri Silaban Lubis, Fauzan Azima Lubis, Muhammad Ghafur Rahman M. Farel Revansha Buulolo M. Gali Almahdi M. Reza Pratama Harahap MANSUR AS Manullang, Sudianto Marpaung, Faridawaty Melika Debiyana Putri Melika Debiyana Putri Micael Zecsen Saragih Miftahul Janna Muhammad Andika Muslim Muhammad Iqbal Fahrezzi Muhammad Raffi Akbar Tjg Muhammad Rafli Wijaya Muhammad Ridho Muhammad Rizki Alfahri Muhammad Rosyid Fauzan Muhammad Zidane Al-Kautsar Nadya Rahmah Nafil Rizq Trianto Najwatul Khoiriah Nasution, Adzkia Nur Nasution, Hamidah . Nayla Luthfiah Hanan Neltriana Syafira Nerli Khairani Niska, Debi Yandra Nouri, Maulana Al Palevi, Muhammad Rheza Pandiangan, Gus Rosauli Parapak, R Putri Angela Pedro Stella Mario Meyar Waruwu Pratama, Ega Purba, Jogi Putri, Repi Meilani Putri, Rezkya Nadilla Rahmah, Nadya Raihan Insan Pratama Siagian Ramayani Siagian Ridho Affandi Rinjani Cyra Nabila Risna Simorangkir Rizal Muslim Sinaga Rumahorbo, Gilbert Aldrich Sabina Wardaniah Said . Iskandar Saketang, Tia Risky Yasmin Samosir, Wahyu Ardiantito Saragih, Vinny Ramayani Savana HSB, Muhammad Alby Sebastian Saut Marulitua Sinaga Selfi Audy Priscilia Sevta Triwana Simamora Shabrina Husna Batubara Shaqila Rahmayani Simamora, Elmanani Simanjorang, Rio Givent A Simanulang, Mika Monica Fransiska Sinaga, Marlina Setia Sipahutar, Nuriana Siti Haliza Zamili siti wulandari Sitompul, Dicky Sambora Sri Mulyana subanar subanar Sultan Lazuardiansyah SUSIANA Susiana Suvriadi Panggabean Syahfitri, Ardilla Syarida Aini, Desti Syifa Cendikia, Yolanda Syti Salwaa Triwanti Andini Hutasoit Wahabi Hasibuan, Rahman Wahyu Hidayat Walidin, Adamsyach Prana Willy Pramudia Ananta Yasifiati Hia Yohanes Gerardus Haga Zai Yulita Molliq Rangkuti Yusrida Jelianti Sihite Zai, Samuel Anaya Putra Zai, Tri Sapta Warman Zevan Irfandi Surbakti