Algorithm | Dataset | NF | F1 | PR-AUC | ROC-AUC | MCC | BAc |
---|---|---|---|---|---|---|---|
All Features | Merged Dataset | 10629 | 0.862 | 0.870 | 0.858 | 0.814 | 0.905 |
GSE45827 | 11731 | 0.873 | .978 | 0.961 | 0.895 | 0.795 | |
BGWO_SA_Ens | Merged Dataset | 1404 | 0.984 | 0.986 | 0.977 | 0.967 | 0.977 |
GSE45827 | 1710 | 0.965 | 0.986 | 0.972 | 0.953 | 0.965 | |
BGWO_Ens | Merged Dataset | 1941 | 0.898 | 0.972 | 0.965 | 0.839 | 0.916 |
GSE45827 | 2114 | 0.865 | 0.965 | 0.931 | 0.829 | 0.914 | |
GA_Ens | Merged Dataset | 2557 | 0.954 | 0.986 | 0.977 | 0.943 | 0.965 |
GSE45827 | 2488 | 0.908 | 0.986 | 0.972 | 0.894 | 0.947 | |
LASSO | Merged Dataset | 10 | 0.885 | 0.874 | 0.852 | 0.831 | 0.913 |
GSE45827 | 8 | 0.729 | 0.904 | 0.872 | 0.571 | 0.772 | |
MCFS-IFS | Merged Dataset | 1850 | 0.940 | 0.979 | 0.973 | 0.945 | 0.898 |
GSE45827 | 475 | 0.951 | 0.975 | 0.963 | 0.930 | 0.866 | |
mRMR-IFS | Merged Dataset | 355 | 0.945 | 0.971 | 0.954 | 0.916 | 0.953 |
GSE45827 | 1660 | 0.926 | 0.940 | 0.964 | 0.897 | 0.934 |