Table 10.
Best models with accuracy, AUC, classification method and selected features
| Accuracy | AUC | Classification method | Selected features | |
|---|---|---|---|---|
| Group 1 |
|
|
|
|
| CC-3-input |
74.76 |
0.70 |
ANFIS |
Age,Inv,PN |
| GA-3-input |
70.95 |
0.66 |
ANFIS |
PT,PN,Sta |
| CC-GA-6-input |
70.95 |
0.73 |
LR |
Gen,Dri,Node,PT,PN,Sta |
| Group 2 |
|
|
|
|
| ReliefF-GA-3-input |
93.81 |
0.90 |
ANFIS |
Dri,Inv,p63 |
| ReliefF-GA-4-input |
93.81 |
0.90 |
ANFIS |
Dri,Inv,Tre,p63 |
| ReliefF-GA-3-input |
84.62 |
0.83 |
ANN |
Dri,Inv,p63 |
| ReliefF-GA-3-input |
84.62 |
0.83 |
ANN |
Dri,Inv,p63 |
| GA-3-input |
74.76 |
0.74 |
ANFIS |
Inv,Node,p63 |
| CC-GA-3-input |
74.76 |
0.70 |
ANFIS |
Inv,Node,p63 |
| CC-GA-3-input |
74.76 |
0.70 |
SVM |
Inv,Node,p63 |
| CC-GA-3-input |
74.76 |
0.70 |
LR |
Inv,Node,p63 |
| ReliefF-GA-3-input |
74.76 |
0.70 |
SVM |
Dri,Inv,p63 |
| ReliefF-GA-3-input |
74.76 |
0.70 |
LR |
Dri,Inv,p63 |
| Relief-GA-4-input |
74.76 |
0.70 |
LR |
Dri,Inv,Tre,p63 |
| Relief-GA-5-input |
74.76 |
0.70 |
SVM |
Age,Gen,Smo,Dri,p63 |
| Relief-GA-6-input |
74.43 |
0.66 |
SVM |
Age,Gen,Smo,Dri,Inv,p63 |
| Relief-GA-4-input |
73.38 |
0.75 |
ANN |
Dri,Inv,Tre,p63 |
| Relief-GA-4-input |
71.43 |
0.68 |
SVM |
Dri,Inv,Tre,p63 |
| Relief-GA-5-input |
71.43 |
0.68 |
LR |
Age,Gen,Smo,Dri,p63 |
| CC-3-input |
71.43 |
0.67 |
LR |
Inv,PN,p63 |
| CC-4-input |
71.43 |
0.67 |
LR |
Age,Inv,PN,p63 |
| CC-GA-4-input | 70.48 | 0.71 | ANFIS | Gen,Inv,Size,p53 |