Dataset | Proposed feature selection framework | CER-ABC (SVM) | CER-ABC (NN) | MBEGA | |||||
---|---|---|---|---|---|---|---|---|---|
Iso-GA (SVM) | Iso-GA (NN) | MDS-GA (SVM) | MDS-GA (NN) | GA (SVM) | GA (NN) | ||||
Breast | 0.821 Ref1 (0.069) | 0.735 Ref2 (0.080) | 0.726 1 ** (0.096) | 0.769 2 ns (0.125) | 0.748 1 ** (0.109) | 0.685 2 ns (0.068) | 0.811 1 ns (0.058) | 0.739 2 ns (0.075) | 0.807 NA (0.035) |
CNS | 0.717 Ref1 (0.139) | 0.633 Ref2 (0.139) | 0.7171 ns (0.075) | 0.750 2 ns (0.059) | 0.7331 ns (0.037) | 0.750 2 ns (0.083) | 0.867 1 ns (0.112) | 0.767 2 ns (0.070) | 0.722 NA (0.060) |
Colon | 0.826 Ref1 (0.097) | 0.842 Ref2 (0.143) | 0.8581 ns (0.081) | 0.791 2 ns (0.071) | 0.8261 ns (0.113) | 0.792 2 ns (0.086) | 0.844 1 ns (0.142) | 0.760 2 * (0.089) | 0.857 NA (0.055) |
Leukemia | 1.000 Ref1 (0.000) | 0.943 Ref2 (0.060) | 0.9581 ns (0.063) | 0.930 2 ns (0.051) | 0.9711 ns (0.064) | 0.971 2 ns (0.064) | 0.971 1 ns (0.064) | 0.971 2 ns (0.064) | 0.959 NA (0.025) |
Lung | 0.943 Ref1 (0.014) | 0.935 Ref2 (0.021) | 0.9431 ns (0.015) | 0.951 2 ns (0.013) | 0.9351 ns (0.010) | 0.937 2 ns (0.026) | 0.939 1 ns (0.016) | 0.921 2 ns (0.006) | 0.990 NA (0.009) |
Lymphoma | 1.000 Ref1 (0.000) | 0.980 Ref2 (0.027) | 0.9901 ns (0.023) | 0.980 2 ns (0.027) | 0.9901 ns (0.021) | 0.971 2 ns (0.043) | 1.000 1 NA (0.000) | 0.970 2 ns (0.045) | 0.977 NA (0.028) |
MLL | 0.953 Ref1 (0.048) | 0.953 Ref2 (0.033) | 0.9531 ns (0.058) | 0.888 2 ns (0.104) | 0.9711 ns (0.064) | 0.962 2 ns (0.062) | 0.953 1 ns (0.058) | 0.925 2 ns (0.043) | 0.943 NA (0.033) |
SRBCT | 0.994 Ref1 (0.013) | 0.970 Ref2 (0.021) | 0.9881 * (0.026) | 0.982 2 * (0.026) | 0.9691 ns (0.022) | 0.988 2 ns (0.017) | 0.988 1 ns (0.016) | 0.939 2 ** (0.066) | 0.992 NA (0.012) |