Improving Heart Disease Prediction Accuracy Using Principal Component Analysis (PCA) In Machine Learning Algorithms

Z Jayidan, AM Siregar, S Faisal… - … Teknik Informatika (Jutif …, 2024 - jutif.if.unsoed.ac.id
This study aims to improve the accuracy of heart disease prediction using Principal
Component Analysis (PCA) for feature extraction and various machine learning algorithms …

Thorough Evaluation of the Effectiveness of SMOTE and ADASYN Oversampling Methods in Enhancing Supervised Learning Performance for Imbalanced Heart …

AFN Masruriyah, HY Novita… - … on Informatics and …, 2023 - ieeexplore.ieee.org
Heart disease is a major contributor to mortality in Indonesia, responsible for approximately
31% of all deaths in the country. This places a significant burden on the healthcare system …

OPTIMIZATION OF MACHINE LEARNING MODEL ACCURACY FOR BRAIN TUMOR CLASSIFICATION WITH PRINCIPAL COMPONENT ANALYSIS

I Maulana, AM Siregar, R Rahmat… - … Teknik Informatika (Jutif), 2024 - jutif.if.unsoed.ac.id
The main issue in brain tumor classification is the accuracy and speed of diagnosis through
medical imaging. This study aims to improve the accuracy of machine learning models for …

Perbandingan Kinerja Algoritma Decision Tree dan Random Forest untuk Klasifikasi Nutrisi pada Makanan Cepat Saji

NI Yaman, AR Juwita, SAP Lestari, S Faisal - Jurnal Algoritma, 2024 - jurnal.itg.ac.id
Makanan cepat saji telah menjadi bagian penting dari gaya hidup modern yang sibuk,
makanan cepat saji lebih digemari karena membuat makan menjadi mudah dan nyaman …

Pengukuran Kinerja Model Klasifikasi dengan Data Oversampling pada Algoritma Supervised Learning untuk Penyakit Jantung

A Masruriyah, H Novita, C Sukmawati… - Computer Science …, 2024 - eprints.bsi.ac.id
Heart disease remains a leading cause of death in Indonesia and worldwide. In the realm of
data mining, class imbalance between heart disease and normal samples within datasets …

[引用][C] KOMPARASI MODEL DECISION TREE DAN RANDOM FOREST UNTUK MEMPREDIKSI PENYAKIT JANTUNG

M Mia, A Masruriyah, A Pratama - … Student Journal for Information, Technology and …, 2024