Performances of the top-10 classification models on external validation.
Models | Q | SE | SP | AUC | MCC |
---|---|---|---|---|---|
MACCS_SVM | 0.8278 | 0.9318 | 0.6825 | 0.8880 | 0.6470 |
FP_SVM | 0.7483 | 0.8750 | 0.5714 | 0.8303 | 0.4754 |
KRFP_SVM | 0.7417 | 0.8523 | 0.5873 | 0.8326 | 0.4606 |
Pubchem_SVM | 0.7881 | 0.9091 | 0.6190 | 0.8289 | 0.5625 |
MACCS_kNN | 0.7616 | 0.8068 | 0.6984 | 0.8194 | 0.5077 |
SubFP_SVM | 0.7616 | 0.8864 | 0.5873 | 0.8045 | 0.5044 |
Extend_SVM | 0.7219 | 0.8523 | 0.5397 | 0.7604 | 0.4174 |
SubFP_CT | 0.6755 | 0.7159 | 0.6190 | 0.7060 | 0.3342 |
SubFP_RF | 0.7351 | 0.7841 | 0.6667 | 0.7950 | 0.4530 |
MD_kNN | 0.6556 | 0.6818 | 0.6190 | 0.7233 | 0.2986 |