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Table 3 Performance comparison of machine learning models

From: DNA methylation patterns and predictive models for metabolic disease risk in offspring of gestational diabetes mellitus

Model

Accuracy

Precision

Recall

F1 score

AUC

Random forest

0.88

0.90

0.87

0.88

0.89

SVM

0.85

0.86

0.84

0.85

0.87

Logistic regression

0.82

0.83

0.81

0.82

0.84

Gradient boosting

0.86

0.88

0.85

0.86

0.88