Table 2.
The performance metrics of the binary classification task achieved using the LDA, SVM, and RF classifier for scenarios I, II, and III.
Models | Sensitivity | Specificity | Precision | F1 score |
---|---|---|---|---|
Scenario I | ||||
LDA | 0.976 | 0.986 | 0.977 | 0.976 |
SVM | 0.976 | 0.986 | 0.977 | 0.976 |
RF | 0.976 | 0.986 | 0.977 | 0.976 |
Scenario II | ||||
LDA | 0.98 | 0.98 | 0.981 | 0.98 |
SVM | 0.986 | 0.996 | 0.986 | 0.986 |
RF | 0.976 | 0.986 | 0.977 | 0.976 |
Scenario III | ||||
LDA | 0.984 | 0.984 | 0.984 | 0.984 |
SVM | 0.986 | 0.986 | 0.986 | 0.986 |
RF | 0.976 | 0.977 | 0.976 | 0.976 |