Klasifikasi Stunting Pada Balita dengan Algoritma Random forest dan Support Vector machine

Buyung Panigoro(1*), Mula Agung Barata(2), Nur Mahmudah(3),

(1) Universitas Nahdlatul Ulama Sunan Giri, Indonesia
(2) Universitas Nahdlatul Ulama Sunan Giri, Indonesia
(3) Universitas Nahdlatul Ulama Sunan Giri, Indonesia
(*) Corresponding Author

Abstract


Stunting is a health problem in the world, many factors cause stunting in toddlers, this study aims to compare the performance of the Random forest algorithm and Support Vector machine using a private dataset with a total of 618 toddler data in the Sumberharjo area in February, August 2023-2024. Adding a combination of smote techniques to handle unbalanced data and k-fold Cross-validation. The results showed the Random forest algorithm with a stable accuracy of 95.41% after reaching 94.35%. For the Support Vector machine algorithm, it achieved an accuracy of 81.45% after being smote to 83.06% and the recal decreased to 51.16%. Random forest is more recommended for classifying stunting in toddlers with stable results compared to Support Vector machines.

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References


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DOI: http://dx.doi.org/10.30645/jurasik.v10i2.904

DOI (PDF): http://dx.doi.org/10.30645/jurasik.v10i2.904.g878

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