Method

Sensitivity

Recall rate

F1 value

Average F1

Classical Linear Discriminant

Logistic Regression

40%

24.2%

30.1%

22.9%

Linear Discriminant Analysis

20%

18.2%

19%

Mixed Linear Discrimination

22.2%

24.2%

23.2%

Flexible Linear Discrimination

20%

18.2%

19%

Machine Learning

SVM

100%

9.1%

16.7%

57%

Bagging Classification

100%

6.1%

11.4%

Random Forest

100%

100%

100%

Adaboost Classification

100%

100%

100%