Table 1. IFS performance with RF and different top features.
Number of features | Sensitivity | Specificity | Accuracy | Matthew correlation coefficient |
---|---|---|---|---|
1 | 0.677 | 0.727 | 0.686 | 0.322 |
2 | 0.813 | 0.909 | 0.831 | 0.601 |
3 | 0.854 | 0.727 | 0.831 | 0.520 |
4 | 0.906 | 0.818 | 0.890 | 0.672 |
5 | 0.906 | 0.909 | 0.907 | 0.738 |
6 | 0.917 | 0.864 | 0.907 | 0.723 |
7 | 0.927 | 0.909 | 0.924 | 0.775 |
8 | 0.917 | 0.909 | 0.915 | 0.756 |
9 | 0.938 | 0.909 | 0.932 | 0.796 |
10 | 0.958 | 0.818 | 0.932 | 0.777 |
11 | 0.969 | 0.864 | 0.949 | 0.832 |
12 | 0.938 | 0.864 | 0.924 | 0.764 |
13 | 0.938 | 0.864 | 0.924 | 0.764 |
14 | 0.938 | 0.864 | 0.924 | 0.764 |
15 | 0.948 | 0.909 | 0.941 | 0.817 |