Table 5.
Classification accuracy and AUC for group 1
Feature selection |
3-input |
4-input |
5-input |
6-input |
7-input |
|||||
---|---|---|---|---|---|---|---|---|---|---|
% | AUC | % | AUC | % | AUC | % | AUC | % | AUC | |
ANFIS |
|
|
|
|
|
|
|
|
|
|
GA |
70.95 |
0.66 |
67.42 |
0.61 |
64.76 |
0.63 |
58.57 |
0.55 |
57.62 |
0.54 |
CC |
58.10 |
0.53 |
74.76 |
0.70 |
51.43 |
0.43 |
57.62 |
0.50 |
64.29 |
0.58 |
ReliefF |
61.43 |
0.53 |
50.59 |
0.50 |
58.10 |
0.50 |
64.29 |
0.54 |
64.29 |
0.54 |
CC-GA |
44.76 |
0.44 |
67.62 |
0.57 |
63.81 |
0.55 |
64.29 |
0.54 |
57.62 |
0.52 |
ReliefF-GA |
67.14 |
0.55 |
60.48 |
0.59 |
67.62 |
0.59 |
51.90 |
0.47 |
64.76 |
0.57 |
ANN |
|
|
|
|
|
|
|
|
|
|
GA |
45.52 |
0.53 |
52.43 |
0.53 |
45.05 |
0.47 |
48.38 |
0.52 |
45.33 |
0.50 |
CC |
54.48 |
0.61 |
53.57 |
0.59 |
51.29 |
0.58 |
51.29 |
0.51 |
52.33 |
0.53 |
ReliefF |
51.52 |
0.48 |
41.62 |
0.47 |
46.05 |
0.49 |
46.05 |
0.48 |
44.10 |
0.48 |
CC-GA |
49.24 |
0.51 |
49.48 |
0.52 |
46.67 |
0.49 |
48.29 |
0.49 |
50.48 |
0.51 |
ReliefF-GA |
50.24 |
0.55 |
52.86 |
0.59 |
56.76 |
0.58 |
47.00 |
0.51 |
50.05 |
0.54 |
SVM |
|
|
|
|
|
|
|
|
|
|
GA |
60.95 |
0.53 |
61.43 |
0.51 |
58.10 |
0.48 |
58.10 |
0.46 |
61.43 |
0.49 |
CC |
60.95 |
0.53 |
60.95 |
0.53 |
58.10 |
0.46 |
51.43 |
0.41 |
51.43 |
0.41 |
ReliefF |
54.29 |
0.44 |
50.95 |
0.42 |
51.43 |
0.42 |
48.10 |
0.40 |
50.95 |
0.45 |
CC-GA |
63.81 |
0.55 |
61.43 |
0.51 |
58.10 |
0.46 |
58.10 |
0.48 |
58.10 |
0.49 |
ReliefF-GA |
64.29 |
0.50 |
64.29 |
0.50 |
64.29 |
0.50 |
64.29 |
0.50 |
54.76 |
0.46 |
LR |
|
|
|
|
|
|
|
|
|
|
GA |
64.29 |
0.56 |
67.62 |
0.60 |
64.76 |
0.55 |
68.10 |
0.64 |
64.29 |
0.60 |
CC |
64.29 |
0.56 |
60.48 |
0.57 |
67.62 |
0.61 |
67.62 |
0.61 |
64.29 |
0.58 |
ReliefF |
50.59 |
0.44 |
50.59 |
0.44 |
48.10 |
0.39 |
41.43 |
0.34 |
44.29 |
0.39 |
CC-GA |
67.62 |
0.57 |
67.62 |
0.60 |
61.43 |
0.51 |
70.95 |
0.72 |
64.76 |
0.67 |
ReliefF-GA | 54.29 | 0.54 | 51.43 | 0.52 | 61.43 | 0.62 | 47.62 | 0.55 | 48.10 | 0.51 |