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 |