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Rosmin Ilham
Universitas Muhammadiyah Gorontalo
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Journal : Journal La Multiapp

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Stunting Classification in Children's Measurement Data Using Machine Learning Models Syahrial Syahrial; Rosmin Ilham; Zulaika F Asikin; St. Surya Indah Nurdin
Journal La Multiapp Vol. 3 No. 2 (2022): Journal La Multiapp
Publisher : Newinera Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37899/journallamultiapp.v3i2.614

Abstract

The study conducted a stunting classification of measurement data for children under 5 years old. The dataset has attributes such as: gender, age, weight (BB), height (TB), weight / height (BBTB), weight / age (BBU), and height / age (TBU). The research uses the CRISP-DM methodology in processing the data. The data were tested on several classification models, namely: logistic regression (LR), linear discriminant analysis (LDA), quadratic discriminant analysis (QDA), k-nearest neighbor (KNN), classification and regression trees (CART), nave bayes (NB), support vector machine - linear kernel (SVM-Linear), support vector machine - rbf kernel (SVM-RBF), random forest classifier (RPC), adaboost (ADA), and neural network (MLPC). These models were tested on the dataset to find out the best model in accuracy. The test results show that SVM-RBF produces an accuracy of 78%. SVM-RBF has consistently been at the highest accuracy in several tests. Testing through k-fold cross validation with k=10.
Co-Authors Adela Delia Tamrin Ainun Musvira Aldri Frinaldi Alwi Alwi Amanda Adityaningrum Andi Nur Aina Sudirman Annisa Febri Mohammad Arfiani Arfiani Arfiani Arfiani Ariane Gobel, Inne Asrar As Azizah Oktavina Pontoh Bambang Setyawan Biahimo, Nur Uyuun I. Bima, Siti Cahyani Devi Lestari Dewi Mojdo Dewi Mojdo Dewiyanti, Dewiyanti Dina Oktaviana Djumuli, Desriyanti Elvie F Dungga Ernawati Ernawati Fadillah Iralisty Hunta Fadli Syamsuddin Ferawati Gintulangi Firmawati Firmawati Fitriyani Abd. Gani Hamna V. Lasanuddin Hamna Vonny Lasanuddin Hamna Vonny Lasanuddin Hamna Vonny Lasanudin Hamna Vony Lasanuddin Hardiyanto Rahman Harismayanti, Harismayanti Hartati Inaku Herlina Jusuf Hunawa, Rachmawaty Dirham Hunowu, Sri Yulian Husain, Filsa I. Biahimo, Nur Uyuun Ibrahim Paneo Idris, Arfadila Ivah Ruskianingsih Jusni Jusni Jusni Kevin Efrain Tololiu Kundji, Siti Nur Ain R. Kurniati Akhfar Lasanuddin, Hamna Vonny Lasanudin, Hamna Vonny Lilis Hulumudi Marlina Malik Miranti Abdullah Mirnawaty H. Adji Mirnawaty H. Adji Mitha Dewita Putri Igirisa Mosi, Moh Amin Muda, Sri Wulan Amellia C. Muh Hidayanto Muh Nur Syukriani Yusuf Muhammad Rizky Mardan Maku Muksin, Lisya Mustapa, Firliyanti Mutia Putri Kalu Napu, Arifasno Nikmatisni Arsyad Nirmala Bilale Nirwanto K. Rahim Novita Hasan Novyanti Kunding Nur Mawaddah Polihito Nur Uyuun I. Biahimo Nurliah Paneo, Ibrahim Patmawati Patmawati, Patmawati Rahim, Nirwanto Rahmalia Yacob Rajawali, Sri Muliyani Rianti P. Umani Rianti P. Umani Rini Asnawati Roman Sabali Sabirin B. Syukur Sarinah Basri K Shinta Aswin Rahman Silvana Panigoro Silvana Yakub Sinta Mohammad Sitti Fadhilah Mawaddah Soleman Soeli, Yuniar M. Sri A. Ibrahim Sri Olfi Madiko Sri Olfi Madiko Sri Yulan Hunowu Sriharyani H. Eksan St Surya Indah Nurdin Suardi Suardi Sulastri Sulastri Sulistiani, Ita Syahrial Syahrial Syukur, Sabirin B. Thalib, Abdul Tuloli, Melis Usman, Adinda Khayrun Nisa Wahyudin Wahyudin Yuniar Mansye Soeli Yusdianto Dj Maku Yusuf, Nur Ayun R. Zainuddin Zainuddin Zainuddin, Zainuddin Zulaika F Asikin