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Table 6 Paired one-sided DeLong test to compare the AROC values of the four models

From: Predictive models for diabetes mellitus using machine learning techniques

Test name

z-statistic

p-value

GBM vs. Logistic Regression

1.392

0.081

GBM vs. Random Forest

3.885

5.13e-05

GBM vs. Rpart

8.914

2.20e-16

Logistic Regression vs. Random Forest

2.038

0.021

Logistic Regression vs. Rpart

8.006

5.95e-16

Random Forest vs. Rpart

7.028

1.05e-12