Method | rpe | g-measure | Sensitivity (\(\mathcal {M}\)) | Sensitivity (\(\mathcal {O}\)) | Specificity (\(\mathcal {O}\)) | |
---|---|---|---|---|---|---|
ρ 0=0.25 | Ridge | 1.671 (0.012) | ||||
Lasso | 1.911 (0.022) | 0.383 (0.034) | 0.100 (0.032) | 0.200 (0.028) | 0.975 (0.008) | |
Elastic net | 1.744 (0.019) | 0.585 (0.015) | 0.400 (0.054) | 0.600 (0.050) | 0.835 (0.036) | |
\(\mathcal {M}\)-unpenalized lasso | 1.741 (0.028) | 0.742 (0.012) | 1.000 (0.000) | 0.200 (0.037) | 0.938 (0.003) | |
\(\mathcal {M}\)-unpenalized elastic net | 1.657 (0.017) | 0.757 (0.008) | 1.000 (0.000) | 0.500 (0.064) | 0.833 (0.022) | |
Ridle | 1.492 (0.031) | 0.773 (0.006) | 1.000 (0.000) | 0.200 (0.048) | 0.931 (0.006) | |
ρ 0=0.5 | Ridge | 1.807 (0.014) | ||||
Lasso | 2.045 (0.035) | 0.571 (0.013) | 0.300 (0.046) | 0.400 (0.039) | 0.925 (0.007) | |
Elastic net | 1.773 (0.034) | 0.667 (0.008) | 0.600 (0.014) | 0.800 (0.048) | 0.756 (0.020) | |
\(\mathcal {M}\)-unpenalized lasso | 1.922 (0.044) | 0.794 (0.003) | 1.000 (0.000) | 0.400 (0.047) | 0.929 (0.004) | |
\(\mathcal {M}\)-unpenalized elastic net | 1.729 (0.040) | 0.796 (0.007) | 1.000 (0.000) | 0.700 (0.048) | 0.785 (0.022) | |
Ridle | 1.438 (0.057) | 0.852 (0.006) | 1.000 (0.000) | 0.600 (0.049) | 0.900 (0.004) | |
ρ 0=0.75 | Ridge | 1.564 (0.022) | ||||
Lasso | 1.365 (0.029) | 0.684 (0.008) | 0.400 (0.032) | 0.600 (0.012) | 0.900 (0.003) | |
Elastic net | 1.237 (0.030) | 0.745 (0.005) | 0.700 (0.048) | 0.900 (0.011) | 0.775 (0.014) | |
\(\mathcal {M}\)-unpenalized lasso | 1.423 (0.037) | 0.839 (0.005) | 1.000 (0.000) | 0.700 (0.026) | 0.904 (0.006) | |
\(\mathcal {M}\)-unpenalized elastic net | 1.310 (0.041) | 0.847 (0.005) | 1.000 (0.000) | 0.800 (0.012) | 0.840 (0.008) | |
Ridle | 0.886 (0.029) | 0.875 (0.003) | 1.000 (0.000) | 0.700 (0.038) | 0.908 (0.003) |