Table 7.
Classification accuracy and AUC for group 2
Feature selection |
3-input |
4-input |
5-input |
6-input |
7-input |
|||||
---|---|---|---|---|---|---|---|---|---|---|
% | AUC | % | AUC | % | AUC | % | AUC | % | AUC | |
ANFIS |
|
|
|
|
|
|
|
|
|
|
GA |
74.76 |
0.74 |
67.62 |
0.70 |
41.90 |
0.40 |
58.57 |
0.58 |
35.71 |
0.36 |
CC |
58.10 |
0.48 |
58.10 |
0.52 |
51.90 |
0.48 |
48.57 |
0.46 |
61.90 |
0.59 |
ReliefF |
54.29 |
0.47 |
44.29 |
0.38 |
48.10 |
0.53 |
67.14 |
0.62 |
67.14 |
0.62 |
CC-GA |
74.76 |
0.70 |
70.48 |
0.71 |
54.76 |
0.57 |
61.43 |
0.61 |
64.29 |
0.65 |
ReliefF-GA |
93.81 |
0.90 |
93.81 |
0.90 |
65.71 |
0.63 |
64.76 |
0.62 |
68.10 |
0.67 |
ANN |
|
|
|
|
|
|
|
|
|
|
GA |
45.14 |
0.50 |
51.48 |
0.55 |
45.81 |
0.49 |
46.14 |
0.50 |
47.71 |
0.51 |
CC |
46.24 |
0.46 |
49.38 |
0.49 |
46.14 |
0.50 |
57.38 |
0.58 |
55.48 |
0.57 |
ReliefF |
40.62 |
0.48 |
43.24 |
0.49 |
47.71 |
0.50 |
49.48 |
0.51 |
48.76 |
0.50 |
CC-GA |
49.38 |
0.52 |
53.90 |
0.60 |
47.05 |
0.52 |
44.76 |
0.48 |
55.19 |
0.57 |
ReliefF-GA |
84.62 |
0.83 |
73.38 |
0.75 |
48.00 |
0.52 |
51.57 |
0.53 |
45.86 |
0.47 |
SVM |
|
|
|
|
|
|
|
|
|
|
GA |
74.76 |
0.70 |
54.76 |
0.51 |
70.95 |
0.65 |
60.95 |
0.55 |
50.95 |
0.42 |
CC |
64.76 |
0.55 |
64.76 |
0.55 |
64.76 |
0.55 |
67.62 |
0.56 |
67.62 |
0.62 |
ReliefF |
54.29 |
0.44 |
54.29 |
0.44 |
44.29 |
0.36 |
48.10 |
0.46 |
34.76 |
0.28 |
CC-GA |
74.76 |
0.70 |
54.76 |
0.51 |
61.43 |
0.50 |
58.10 |
0.54 |
61.43 |
0.57 |
ReliefF-GA |
74.76 |
0.70 |
71.43 |
0.68 |
74.76 |
0.70 |
74.43 |
0.66 |
54.76 |
0.53 |
LR |
|
|
|
|
|
|
|
|
|
|
GA |
74.76 |
0.70 |
63.81 |
0.64 |
67.14 |
0.57 |
54.76 |
0.43 |
54.29 |
0.47 |
CC |
71.43 |
0.67 |
71.43 |
0.67 |
61.43 |
0.59 |
68.10 |
0.65 |
61.43 |
0.59 |
ReliefF |
50.59 |
0.45 |
48.10 |
0.39 |
48.10 |
0.41 |
44.76 |
0.43 |
41.43 |
0.41 |
CC-GA |
74.76 |
0.70 |
63.81 |
0.64 |
60.48 |
0.61 |
64.29 |
0.63 |
60.48 |
0.54 |
ReliefF-GA | 74.76 | 0.70 | 74.76 | 0.70 | 71.43 | 0.68 | 58.10 | 0.55 | 61.43 | 0.60 |