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Table 1 The classification effects of different algorithms

From: Diabetes classification model based on boosting algorithms

 

Time taken to build model

The total computing time

Accuracy rate

ROC area

Logistic

23.31 S

43 M 22 S

85.35%

0.907

RandomForest

2.13 S

30 S

91.55%

0.978

AdaBoost.M1

0.07 S

1 S

92.6%

0.973

LogitBoost

0.33 S

1 S

93.93%

0.979