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. 2013 May 31;14:170. doi: 10.1186/1471-2105-14-170

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