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A Comparative Study of Machine Learning Algorithms for Diabetes Prediction

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Palestine Technical College
Sleet L.; Jazzar M.; Eleyan A.; Bejaoui T.
Sleet, Lona (60090941900); Jazzar, Mahmmoud (24724576700); Eleyan, Amna (39661059000); Bejaoui, Tarek (8859862200)
60090941900; 24724576700; 39661059000; 8859862200
2025
2025 7th International Conference on Smart Applications, Communications and Networking, SmartNets 2025
A Comparative Study of Machine Learning Algorithms for Diabetes Prediction
Institute of Electrical and Electronics Engineers Inc.
College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Manchester Metropolitan University, Department of Computing and Mathematics, Manchester, United Kingdom; University of Carthage, Computer Engineering Department, Tunisia
Sleet L., College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Jazzar M., College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Eleyan A., Manchester Metropolitan University, Department of Computing and Mathematics, Manchester, United Kingdom; Bejaoui T., University of Carthage, Computer Engineering Department, Tunisia
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10.1109/SmartNets65254.2025.11106846
diabetes; DT; KNN; LR; Machine learning; PCA; RF; standardization; SVM; XGB
Big data; Data handling; Data mining; Diseases; Forecasting; Learning algorithms; Learning systems; Logistic regression; Machine learning; Principal component analysis; K-near neighbor; Logistics regressions; Machine learning algorithms; Machine-learning; Nearest-neighbour; Performance; Principal-component analysis; Random forests; Support vectors machine; Xgboost; Medical problems; Standardization