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Journal : SMARTICS Journal

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Klasifikasi Status Stunting Pada Balita di Kecamatan Singgahan dengan Algoritma Ningrum, Sinta; Barata, Mula Agung; Mahmudah, Nur
SMARTICS Journal Vol 11 No 1 (2025): SMARTICS Journal (April 2025)
Publisher : Universitas PGRI Kanjuruhan Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21067/smartics.v11i1.11862

Abstract

Stunting is a chronic health issue that significantly impacts the physical growth and cognitive development of children, particularly in developing countries such as Indonesia. This study aims to classify stunting status among toddlers in the Singgahan District by applying the Support Vector Machine (SVM) algorithm, optimized using Grid Search Cross-Validation. The dataset consists of 642 toddler records with nine attributes representing nutritional and growth conditions. The classification process involves several stages, including data preprocessing, handling data imbalance using the SMOTE method, and model performance evaluation through 5-fold cross-validation. The results show that the SVM algorithm without optimization achieved an accuracy of 69.83%, while optimization with Grid Search Cross-Validation significantly increased the accuracy to 93.33%. These findings indicate that the application of SVM with hyperparameter tuning via Grid Search Cross-Validation is effective in improving classification accuracy for stunting status in toddlers. This research contributes to the use of machine learning in supporting decision-making processes in public health sectors.
Co-Authors . Yuslainiwati Achmad Buchori Adzan, Galuh Efnol Agus Taryana Agustini, Amanah Putri Ahmad Buchori Ajib Rakhmawanto Akhmad Zikri Azmi Anne Ratna Mustika Asep Sumaryana Bahrullah Akbar Benedictus Kombaitan Bonti Bonti Budiman Rusli Budiman Rusli Budiman Rusli Budiman Rusli Candradewini Candradewini, Candradewini Centurion Chandratama Priyatna Chaerey Ranba Sholeh Dadang Enjat Munajat Dadang Enjat Munajat, Mas Dedi Sukarno Degina Mardiana Didin Muhafidin Djadja Saefullah Elisa Susanti Eni Maryani Enjat Munajat Entang Adhy Muhtar Farras Fakhirah T Fauzi Akbar Ginting, Nova Magdalena Hanna Putri Bayu Happy Pebruman Fadjaruddin Amalputra Hartanto, Lia Wahyu Herijanto Bekti Heru Nurasa Ida Widianingsih Ilham Gemiharto Indah, Anggun Rosa Indriyani, Iin Ira Irawati Irsyadinnas Irsyadinnas Josy Adiwisastra Maria Contesa Mas Dadang Enjat Munajat Mas Halimah Mitrawani Naveria Sipayung Mohammad Beni Alexandri Mudiyati Rahmatunnisa Mudiyati Rahmatunnisa Muhammad Afdhal Abdiansyah Muhammad Yusuf Muhlis Madani, Muhlis Mula Agung Barata Nina Karlina Nina Karlina Ningrum Fauziah Yusuf Nur Mahmudah Nuraida Nuraida Nurfaiziya, Salwa Nurron, Ona Martha OPAH ROPIAH, OPAH Pandiangan, Freddy Prakoso Bhairawa Putera Putu Radar Bahurekso R. Widya Setiabudi Sumadinata Rachman, Nazwah Syakira Radar Bahurekso, Putu Rafita, Afi Rahman Mulyawan Rahmat Hidayat Ramadhan Pancasilawan Ratnasari, Novi Eka Rd. Ahmad Buchari, Rd. Ahmad Rianto, Yan Rina Yulianti Rita Myrna Rosy Riani Kusuma Rozi Nauval Kamil Salwa Nurfaiziya Sam'un Jaja Satya Widhy Widharyadi Sawitri Budi Utami Sjafrudin Mosii Subekti Wirabhuana Priyadharma Suryanto Suryanto Suryanto Suryanto Syafa Risya Azahra Syafruddin Sobri Talia, Hafshah Teguh Sandjaya Tomi Setianto Tomi Setiawan Ulfah Oktarida Sihaloho Wahidah, Idah Yan Rianto Yan Rianto Yan Rianto Yogi Suprayogi Sugandi Zulfialdi Zakaria, Zulfialdi