Table 5.
Performance Measurements | Resnet50-TCN | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
MLP | SVM | |||||||||
1stFold | 2ndFold | 3rdFold | 4thFold | 5thFold | 1stFold | 2ndFold | 3rdFold | 4thFold | 5thFold | |
Accuracy | 99.700 | 99.401 | 99.401 | 98.902 | 98.902 | 99.401 | 98.503 | 98.503 | 99.201 | 99.201 |
True Positive | 1000 | 996 | 996 | 991 | 991 | 997 | 987 | 987 | 994 | 994 |
False Positive | 3 | 6 | 6 | 11 | 11 | 6 | 15 | 15 | 8 | 8 |
Kappa | 0.9955 | 0.991 | 0.991 | 0.9835 | 0.9835 | 0.991 | 0.997 | 0.977 | 0.988 | 0.988 |
TP Rate | 0.997 | 0.994 | 0.994 | 0.989 | 0.989 | 0.994 | 0.985 | 0.985 | 0.992 | 0.992 |
FP Rate | 0.001 | 0.003 | 0.003 | 0.005 | 0.005 | 0.003 | 0.007 | 0.007 | 0.004 | 0.004 |
Precision | 0.997 | 0.994 | 0.994 | 0.989 | 0.989 | 0.994 | 0.985 | 0.985 | 0.992 | 0.992 |
Recall | 0.997 | 0.994 | 0.994 | 0.989 | 0.989 | 0.994 | 0.985 | 0.985 | 0.992 | 0.992 |
F1-measure | 0.997 | 0.994 | 0.994 | 0.989 | 0.989 | 0.994 | 0.985 | 0.985 | 0.992 | 0.992 |
MCC | 0.996 | 0.991 | 0.991 | 0.984 | 0.984 | 0.991 | 0.978 | 0.978 | 0.988 | 0.988 |
ROC Area | 1.000 | 0.999 | 0.999 | 1.000 | 1.000 | 0.997 | 0.992 | 0.992 | 0.996 | 0.996 |
PRC Area | 1.000 | 0.999 | 0.999 | 1.000 | 1.000 | 0.992 | 0.977 | 0.977 | 0.989 | 0.989 |
Performance Measurement | RESCOVIDTCNNet | |||||||||
MLP | SVM | |||||||||
1stFold | 2ndFold | 3rdFold | 4thFold | 5thFold | 1stFold | 2ndFold | 3rdFold | 4thFold | 5thFold | |
Accuracy | 99.700 | 99.501 | 99.501 | 98.902 | 99.900 | 99.700 | 99.201 | 99.201 | 98.902 | 99.800 |
True Positive | 1000 | 997 | 997 | 991 | 1001 | 1000 | 994 | 994 | 991 | 1002 |
False Positive | 3 | 5 | 5 | 11 | 1 | 3 | 8 | 8 | 11 | 0 |
Kappa | 0.9955 | 0.9925 | 0.9925 | 0.9835 | 0.9983 | 0.995 | 0.988 | 0.988 | 0.9835 | 0.997 |
TP Rate | 0.997 | 0.995 | 0.995 | 0.989 | 0.999 | 0.997 | 0.992 | 0.992 | 0.989 | 0.998 |
FP Rate | 0.001 | 0.002 | 0.002 | 0.005 | 0.000 | 0.001 | 0.004 | 0.004 | 0.005 | 0.001 |
Precision | 0.997 | 0.995 | 0.995 | 0.989 | 0.999 | 0.997 | 0.992 | 0.992 | 0.989 | 0.998 |
Recall | 0.997 | 0.995 | 0.995 | 0.989 | 0.999 | 0.997 | 0.992 | 0.992 | 0.989 | 0.998 |
F1-measure | 0.997 | 0.995 | 0.995 | 0.989 | 0.999 | 0.997 | 0.992 | 0.992 | 0.989 | 0.998 |
MCC | 0.996 | 0.993 | 0.993 | 0.984 | 0.999 | 0.996 | 0.988 | 0.988 | 0.984 | 0.998 |
ROC Area | 1.000 | 0.999 | 0.999 | 1.000 | 0.999 | 0.999 | 0.996 | 0.996 | 0.993 | 1.000 |
PRC Area | 1.000 | 0.999 | 0.999 | 0.999 | 0.998 | 0.997 | 0.989 | 0.989 | 0.983 | 1.000 |