Ensemble | ReliefF | MIM | CMIM | MRMR | Chi-Squared | LL21 | All features | ||
---|---|---|---|---|---|---|---|---|---|
2-years windows | AUC | 0.821 ± 0.00 | 0.813 ± 0.01 | 0.806 ± 0.01 | 0.817 ± 0.01 | 0.827 ± 0.01 | 0.820 ± 0.01 | 0.809 ± 0.01 | 0.814 ± 0.01 |
Sensitivity | 0.738 ± 0.02 | 0.744 ± 0.03 | 0.743 ± 0.02 | 0.735 ± 0.03 | 0.757 ± 0.02 | 0.742 ± 0.02 | 0.750 ± 0.02 | 0.385 ± 0.04 | |
Specificity | 0.765 ± 0.01 | 0.758 ± 0.01 | 0.762 ± 0.01 | 0.767 ± 0.01 | 0.764 ± 0.01 | 0.763 ± 0.01 | 0.746 ± 0.01 | 0.920 ± 0.01 | |
Stability | 0.936 ± 0.01 | 0.889 ± 0.03 | 0.928 ± 0.03 | 0.872 ± 0.03 | 0.975 ± 0.02 | 0.894 ± 0.02 | 0.986 ± 0.02 | – | |
# Features | 20 | 14 | 16 | 25 | 16 | 20 | 12 | 40 | |
3-years windows | AUC | 0.859 ± 0.00 | 0.860 ± 0.00 | 0.861 ± 0.00 | 0.853 ± 0.04 | 0.855 ± 0.00 | 0.861 ± 0.00 | 0.863 ± 0.00 | 0.853 ± 0.00 |
Sensitivity | 0.778 ± 0.01 | 0.779 ± 0.01 | 0.778 ± 0.01 | 0.778 ± 0.01 | 0.762 ± 0.01 | 0.776 ± 0.01 | 0.775 ± 0.01 | 0.734 ± 0.01 | |
Specificity | 0.781 ± 0.01 | 0.778 ± 0.01 | 0.784 ± 0.01 | 0.779 ± 0.01 | 0.785 ± 0.01 | 0.786 ± 0.00 | 0.792 ± 0.00 | 0.819 ± 0.00 | |
Stability | 0.950 ± 0.02 | 0.922 ± 0.03 | 0.939 ± 0.01 | 0.885 ± 0.03 | 0.767 ± 0.03 | 0.992 ± 0.02 | 0.996 ± 0.02 | – | |
# Features | 20 | 18 | 18 | 19 | 35 | 20 | 18 | 40 | |
4-years windows | AUC | 0.868 ± 0.00 | 0.868 ± 0.00 | 0.868 ± 0.00 | 0.865 ± 0.00 | 0.850 ± 0.00 | 0.869 ± 0.00 | 0.865 ± 0.00 | 0.859 ± 0.00 |
Sensitivity | 0.793 ± 0.01 | 0.773 ± 0.01 | 0.774 ± 0.01 | 0.795 ± 0.01 | 0.785 ± 0.01 | 0.793 ± 0.01 | 0.789 ± 0.01 | 0.729 ± 0.01 | |
Specificity | 0.788 ± 0.00 | 0.792 ± 0.01 | 0.791 ± 0.00 | 0.789 ± 0.01 | 0.782 ± 0.01 | 0.789 ± 0.00 | 0.789 ± 0.00 | 0.841 ± 0.01 | |
Stability | 0.955 ± 0.02 | 0.908 ± 0.02 | 0.951 ± 0.01 | 0.862 ± 0.3 | 0.802 ± 0.03 | 0.923 ± 0.02 | 0.909 ± 0.02 | – | |
# Features | 19 | 18 | 16 | 18 | 12 | 16 | 15 | 40 |