Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : SMARTICS Journal

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 Aji, Oetari Zakiyah Anam, Khurul Andang Saehu, Andang Anika Candrasari Audytra, Hastie Ayu, Rakyan Wening Puspa Azzahro, Fatimah A’dilah, Anis Afkar Bakhrudin All Habsy, Bakhrudin All Burhanudin Dayanti, Fifi Devi Usdiana Rosyidah Dewajani Purnomosari, Dewajani Dewi, Sri Kumala Em Sutrisna Erika Diana Risanti Erna Herawati, Erna Fadhilla, Hana Faj’riati, Nur Alfi Khoirul Fauzi, Favian Arriella Shabri Ikmal Fetrika Anggraini, Fetrika Findawan, Geofany Hargi Fithriya, Sa’idatul Fithriyah, Sa’idatul Flora Ramona Sigit Prakoeswa Gewab, Bima Tirta Pradana Ajie Habsy, Bakhrudin Al hanifah, zulfa nur Hart, A’Ang Yuanita Hendarsyah, Tantra Pratama Ifa Khoiria Ningrum Irfani, Ulfi Islahuddin, Islahuddin Jauhara Rana Budiani, Jauhara Rana Kartikasari, Dea Dwi Kartini, Alif Yuanita Kumala, Aswa Arsa Lestari, Nining Maghfiroh, Ilmi Amalia Maharani, Maisa Maya Puspitasari, Maya Meiliana, Sherin Isna Midya Yuli Amreta Muhammad Adha Mula Agung Barata Mutmainah Mutmainah N. Juni Triastuti Ningtiyas, Amelia Rizki Nurhayani nurhayani Nurhayani, N Nurjianto Putri, Ananta Nur’aini, Zulfiana Oktafiani, Falisa Panigoro, Buyung Pelangi Eka Yuwita Povitasari, P Prasetya, Landung Wahyu Presmasitha, Bricareira Bara Putri, Erika Arista Rahamusa, Wafi Putra Ramadhani, Salsabila Putri Refsya Azanti Putri Retinovaliani, Aviolena Retno Sintowati - Riandini Aisyah Riyadi, Eka Putri Widya Arsia Rochmadina Suci Bestari Safari Wahyu Jatmiko Salsabila, Nabila Mutia Santi, Nirma Ceisa Sayekti, Nurul Cahyaning Nardi Senja, Agesti Tria Fatma Setyo Nurwaini Sinta Ningrum Sri Wahyuni Sulistyani Sulistyani Sulistyo, Ayu Indah Supraba, Intan Pratiwi Syahdiba, Natasya Maula Syamsiar, Syamsiar Tara , Irmanawati Audhina Nirmala Tri Agustina, Tri Utami, Indari Vianti, Melita Febry Wafiq, Muhammad Azzim Wahyu B, Sri Yaqin, Ahmad Ainul Yogi Prana Izza Yuda, Jalu Wira Yuliana, Nur Lutfi Yuni Prastyo Kurniati Yustina Andwi Ari Sumiwi Yuwita, Pelangi Zakki Alawi