Clinical Decision Support System for Diabetic Patients by Predicting Type 2 Diabetes Using Machine Learning Algorithms

Table 3

Accuracy of different classification algorithms after applying scaling methods.

Classifiers	Scaling methods
	MinMax scaler (%)	Standard scaler (%)	MaxAbs scaler (%)	Robust scaler (%)	Quantile transformer (%)	Power transformer (%)
KNN	84.02	82.84	81.66	77.51	78.70	80.47
DT	75.15	75.15	75.15	74.56	73.96	73.96
NB	78.11	78.11	78.11	78.11	79.88	79.56
RF	78.11	77.51	82.25	78.70	77.51	78.42
SVM	77.51	76.92	79.29	79.88	77.51	76.90
HBGB	79.88	79.88	79.88	79.88	79.88	79.88