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Table 8 Statistical test results of blending, boosting and bagging ensemble models

From: m1A-Ensem: accurate identification of 1-methyladenosine sites through ensemble models

Model

Z-test

Resampled paired t-test

McNemar’s test

Bagging

Random Forest

0.00156

0.00089

0.0017

Extra Tree Classifier

0.00162

0.00052

0.0019

Decision Tree

0.00137

0.00059

0.0033

Bagging classifier

0.00130

0.00090

0.0087

Boosting

Gradient Boost

0.00144

0.00090

0.0080

HGB

0.00170

0.00075

0.0069

AdaBoost

0.00149

0.00055

0.0049

XGBoost

0.00129

0.00034

0.0038

Blending

0.00159

0.00045

0.0029