Table 5 The classification performance based on machine learning
Method | The classification directly | The classification with our framework | ||||
|---|---|---|---|---|---|---|
ACC (%) | SEN (%) | SPE (%) | ACC (%) | SEN (%) | SPE (%) | |
RandomForest | 95.3 | 95.7 | 95 | 96 | 96.2 | 96 |
SGD | 94.3 | 93.5 | 95.3 | 95.7 | 94.3 | 97.7 |
Bagging | 92.7 | 93.7 | 91.3 | 95.7 | 98.8 | 92.3 |
GsNB | 90 | 93.3 | 85.7 | 99.9 | 100 | 98.7 |
PCA+SVM | 95.7 | 95.8 | 96 | 100 | 100 | 100 |