A Classification of Appendicitis Disease in Children Using SVM with KNN Imputation and SMOTE Approach

D Fitria, TH Saragih, D Kartini, F Indriani - Journal of Electronics …, 2024 - jeeemi.org
This study evaluates the effect of SMOTE and KNN imputation techniques on the
performance of SVM classification models on a nearly balanced dataset. The results show …

Analysis of Important Features in Software Defect Prediction using Synthetic Minority Oversampling Techniques (SMOTE), Recursive Feature Elimination (RFE) and …

H Ghinaya, R Herteno, MR Faisal, A Farmadi… - Journal of Electronics …, 2024 - jeeemi.org
Abstract Software Defect Prediction (SDP) is essential for improving software quality during
testing. As software systems grow more complex, accurately predicting defects becomes …

Impact of a Synthetic Data Vault for Imbalanced Class in Cross-Project Defect Prediction

P Nabella, R Herteno, SW Saputro, MR Faisal… - Journal of Electronics …, 2024 - jeeemi.org
Abstract Software Defect Prediction (SDP) is crucial for ensuring software quality. However,
class imbalance (CI) poses a significant challenge in predictive modeling. This study delves …

[HTML][HTML] Software Defect Prediction Based on a Multiclassifier with Hyperparameters: Future Work

A Daza - Results in Engineering, 2025 - Elsevier
Background Software defects represent a critical challenge for the technology industry, as
delayed detection can significantly compromise the quality of the final product. Moreover …

A Comparative Study: Application of Principal Component Analysis and Recursive Feature Elimination in Machine Learning for Stroke Prediction

AS Hermiati, R Herteno, F Indriani, TH Saragih… - Journal of Electronics …, 2024 - jeeemi.org
Stroke is a disease that occurs in the brain and can cause both vocal and global brain
dysfunction. Stroke research mainly aims to predict risk and mortality. Machine learning can …

The Comparison of Extreme Machine Learning and Hidden Markov Model Algorithm in Predicting The Recurrence Of Differentiated Thyroid Cancer Using SMOTE

N Aida, TH Saragih, D Kartini, RA Nugroho… - Journal of Electronics …, 2024 - jeeemi.org
Differentiated thyroid cancer is the most common type of thyroid cancer; the types in this
category are papillary, follicular, and hurthel cell carcinoma. Up to 20% of DTCs will …

The Enhancing Diabetes Prediction Accuracy Using Random Forest and XGBoost with PSO and GA-Based Feature Selection

DN Jawza, MI Mazdadi, A Farmadi… - Journal of Electronics …, 2025 - jeeemi.org
Diabetes represents a global health concern classified as a non-communicable disease,
impacting more than 422 million people worldwide, with the number expected to increase …

Optimization of Backward Elimination for Software Defect Prediction with Correlation Coefficient Filter Method

M Noor, RA Nugroho, SW Saputro, R Herteno… - Journal of Electronics …, 2024 - jeeemi.org
Detecting software defects is a crucial step for software development not only to reduce cost
and save time, but also to mitigate more costly losses. Backward Elimination is one method …