2 papers
cs.CR2025
DP-SMOTE: Integrating Differential Privacy and Oversampling Technique to Preserve Privacy in Smart Homes
Amr Tarek Elsayed, Almohammady Sobhi Alsharkawy, Mohamed Sayed Farag +1
Smart homes represent intelligent environments where interconnected devices gather information, enhancing users living experiences by ensuring comfort, safety, and efficient energy…
cs.LG2025
iHHO-SMOTe: A Cleansed Approach for Handling Outliers and Reducing Noise to Improve Imbalanced Data Classification
Khaled SH. Raslan, Almohammady S. Alsharkawy, K. R. Raslan
Classifying imbalanced datasets remains a significant challenge in machine learning, particularly with big data where instances are unevenly distributed among classes, leading to c…