Table 12.
Validation test with random permutation of 3-input model and full input model for Group 2
|
Models |
ANFIS |
|
|---|---|---|
| % | AUC | |
|
Random permutation model |
|
|
|
Age, Inv, p63 |
64.76 |
0.63 |
|
Eth, Dri, p53 |
57.14 |
0.49 |
|
PT, PN, Sta |
58.10 |
0.51 |
|
Gen, Node, Tre |
70.95 |
0.59 |
|
Eth, Gen, Sub |
39.05 |
0.32 |
|
Dri, p53, p63 |
80.48 |
0.70 |
|
Age, p53, p63 |
67.14 |
0.67 |
|
Gen, Dri, Inv |
54.76 |
0.55 |
|
Site, Inv, Size |
32.86 |
0.28 |
|
Age, Chew, Size |
48.10 |
0.41 |
|
Full model |
|
|
| Full model with ANFIS |
N.A.* |
N.A.* |
| Full model with NN |
42.90 |
0.47 |
| Full model with SVM |
54.76 |
0.46 |
| Full model with LR | 54.76 | 0.59 |
*N.A. - Results not available due to over-fitting problem as the rule-base generated was too large.