From: Structured feature selection using coordinate descent optimization
 | Method | m=20 | m=50 | m=100 | m=200 | m=1000 |
---|---|---|---|---|---|---|
Tumor14 | BCGD | 0.786 ±0.036 | 0.797 ±0.049 | 0.821 ±0.041 | 0.825 ±0.036 | 0.846 ±0.042 |
 | PC | 0.766 ±0.047 | 0.786 ±0.041 | 0.793 ±0.041 | 0.805 ±0.045 | 0.830 ±0.033 |
 | Relief | 0.748 ±0.069 | 0.788 ±0.050 | 0.803 ±0.033 | 0.822 ±0.036 | 0.844 ±0.038 |
 | mRMR | 0.785 ±0.041 | 0.803 ±0.036 | 0.813 ±0.038 | 0.817 ±0.039 | 0.824 ±0.033 |
 | STBIP | 0.672 ±0.054 | 0.733 ±0.035 | 0.761 ±0.044 | 0.795 ±0.038 | 0.837 ±0.047 |
Lung | BCGD | 0.762 ±0.180 | 0.806 ±0.168 | 0.789 ±0.183 | 0.789 ±0.163 | 0.785 ±0.169 |
 | PC | 0.732 ±0.200 | 0.777 ±0.189 | 0.756 ±0.185 | 0.777 ±0.188 | 0.789 ±0.153 |
 | Relief | 0.652 ±0.243 | 0.689 ±0.245 | 0.732 ±0.206 | 0.752 ±0.224 | 0.797 ±0.147 |
 | mRMR | 0.721 ±0.207 | 0.750 ±0.195 | 0.755 ±0.195 | 0.788 ±0.184 | 0.783 ±0.156 |
 | STBIP | 0.637 ±0.212 | 0.721 ±0.198 | 0.739 ±0.192 | 0.767 ±0.170 | 0.771 ±0.165 |
Myeloma | BCGD | 0.662 ±0.077 | 0.706 ±0.061 | 0.712 ±0.062 | 0.709 ±0.058 | 0.717 ±0.061 |
 | PC | 0.675 ±0.071 | 0.694 ±0.068 | 0.705 ±0.058 | 0.709 ±0.055 | 0.713 ±0.056 |
 | Relief | 0.583 ±0.085 | 0.624 ±0.085 | 0.650 ±0.075 | 0.679 ±0.064 | 0.709 ±0.058 |
 | mRMR | 0.647 ±0.077 | 0.691 ±0.058 | 0.702 ±0.061 | 0.715 ±0.061 | 0.721 ±0.057 |
 | STBIP | 0.565 ±0.093 | 0.619 ±0.079 | 0.648 ±0.082 | 0.672 ±0.079 | 0.701 ±0.062 |
DLBCL | BCGD | 0.970 ±0.031 | 0.971 ±0.034 | 0.975 ±0.024 | 0.981 ±0.023 | 0.987 ±0.017 |
 | PC | 0.947 ±0.041 | 0.957 ±0.042 | 0.963 ±0.047 | 0.964 ±0.043 | 0.980 ±0.027 |
 | Relief | 0.947 ±0.062 | 0.974 ±0.027 | 0.983 ±0.020 | 0.988 ±0.016 | 0.990 ±0.013 |
 | mRMR | 0.962 ±0.055 | 0.981 ±0.025 | 0.987 ±0.019 | 0.985 ±0.021 | 0.980 ±0.025 |
 | STBIP | 0.808 ±0.101 | 0.905 ±0.060 | 0.925 ±0.063 | 0.943 ±0.066 | 0.978 ±0.029 |
Colon | BCGD | 0.874 ±0.110 | 0.878 ±0.101 | 0.879 ±0.095 | 0.886 ±0.096 | 0.858 ±0.119 |
 | PC | 0.886 ±0.164 | 0.879 ±0.150 | 0.863 ±0.150 | 0.868 ±0.125 | 0.856 ±0.115 |
 | Relief | 0.896 ±0.113 | 0.888 ±0.098 | 0.877 ±0.104 | 0.859 ±0.128 | 0.859 ±0.113 |
 | mRMR | 0.874 ±0.115 | 0.889 ±0.104 | 0.872 ±0.120 | 0.870 ±0.093 | 0.850 ±0.118 |
 | STBIP | 0.781 ±0.181 | 0.821 ±0.143 | 0.847 ±0.128 | 0.847 ±0.139 | 0.862 ±0.115 |
Average | BCGD | 0.811 ±0.148 | 0.832 ±0.132 | 0.835 ±0.133 | 0.838 ±0.127 | 0.840 ±0.137 |
 | PC | 0.801 ±0.158 | 0.819 ±0.146 | 0.816 ±0.144 | 0.825 ±0.137 | 0.834 ±0.131 |
 | Relief | 0.765 ±0.191 | 0.792 ±0.179 | 0.809 ±0.159 | 0.820 ±0.158 | 0.841 ±0.132 |
 | mRMR | 0.798 ±0.160 | 0.823 ±0.145 | 0.826 ±0.145 | 0.835 ±0.133 | 0.832 ±0.131 |
 | STBIP | 0.693 ±0.167 | 0.760 ±0.153 | 0.784 ±0.148 | 0.805 ±0.141 | 0.830 ±0.138 |