Classifiers | Categories | F1 | Average F1 | Accuracy |
---|---|---|---|---|
MLPNN [8] | Normal | 0.9500 | 0.8131 | 0.9036 |
Suspicious | 0.6843 | |||
Pathologic | 0.8050 | |||
GRNN [8] | Normal | 0.9570 | 0.8483 | 0.9186 |
Suspicious | 0.7392 | |||
Pathologic | 0.8488 | |||
PNN [8] | Normal | 0.9591 | 0.8506 | 0.9214 |
Suspicious | 0.7381 | |||
Pathologic | 0.8545 | |||
Random Forest [9] | Normal | 0.9730 | 0.8996 | 0.9480 |
Suspicious | 0.8260 | |||
Pathologic | 0.9000 | |||
DF [7] | Normal | 0.9700 | 0.9201 | 0.9507 |
Suspicious | 0.8571 | |||
Pathologic | 0.9333 | |||
Proposed strategy | Normal | 0.9779 | 0.9345 | 0.9639 |
Suspicious | 0.8977 | |||
Pathologic | 0.9434 |