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All Journal Mutiara: Jurnal Penelitian dan Karya Ilmiah
Rizki Agung Ramadhan
Universitas Negeri Medan
Religion Humanities Computer Science & IT Electrical & Electronics Engineering Languange, Linguistic, Communication & Media Other

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Komparasi Algoritma Machine Learning dalam Memprediksi Penyakit Gagal Ginjal Wahyu Ardiantito S; Rizki Agung Ramadhan; Richard Steven Immanuel S
Mutiara : Jurnal Penelitian dan Karya Ilmiah Vol. 1 No. 6 (2023): Desember: Mutiara : Jurnal Penelitian dan Karya Ilmiah
Publisher : STAI YPIQ BAUBAU, SULAWESI TENGGARA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59059/mutiara.v1i6.781

Abstract

Chronic Kidney Disease (CKD) is a serious health problem, with significant impact on patients' quality of life and healthcare costs. In an effort to improve early diagnosis, a comparison was made between several Machine Learning algorithms used for analysis of patient clinical data. This clinical data contains the medical history or health records of patients. The Machine Learning algorithms used in this study include K Nearest Neighbor (KNN), Support Vector Machine (SVM), and Logistic Regression. By searching for the best algorithm through the calculation of Accuracy, Precision, and Recall with comparasion when using SMOTE (Synthetic Minority Oversampling) to balancing the class attribute.
Co-Authors Richard Steven Immanuel S Wahyu Ardiantito S