Performances of classification models on test set.
Models | Q | SE | SP | AUC | MCC |
---|---|---|---|---|---|
Estate_kNN | 0.7167 | 0.7333 | 0.6853 | 0.7300 | 0.4047 |
Estate_SVM | 0.7240 | 0.8667 | 0.4545 | 0.7633 | 0.3556 |
Estate_RF | 0.7215 | 0.7741 | 0.6224 | 0.7826 | 0.3922 |
Estate_NB | 0.6925 | 0.7370 | 0.6084 | 0.7334 | 0.3382 |
Estate_CT | 0.6804 | 0.7074 | 0.6294 | 0.7164 | 0.3259 |
Extend_NN | 0.7022 | 0.6741 | 0.7552 | 0.7740 | 0.4090 |
Extend_SVM | 0.7482 | 0.8481 | 0.5594 | 0.8090 | 0.4261 |
Extend_RF | 0.7264 | 0.6926 | 0.7902 | 0.8309 | 0.4600 |
Extend_NB | 0.6174 | 0.5333 | 0.7762 | 0.7157 | 0.2978 |
Extend_CT | 0.6513 | 0.6370 | 0.6783 | 0.6720 | 0.3005 |
FP_kNN | 0.7119 | 0.6815 | 0.7692 | 0.7808 | 0.4294 |
FP_SVM | 0.7893 | 0.8667 | 0.6434 | 0.8630 | 0.5247 |
FP_RF | 0.6877 | 0.6185 | 0.8182 | 0.8401 | 0.4164 |
FP_NB | 0.6174 | 0.5407 | 0.7622 | 0.7129 | 0.2907 |
FP_CT | 0.6949 | 0.6963 | 0.6923 | 0.6812 | 0.3726 |
MACCS_kNN | 0.7651 | 0.7333 | 0.8252 | 0.8243 | 0.5332 |
MACCS_SVM | 0.8039 | 0.8815 | 0.6573 | 0.8578 | 0.5568 |
MACCS_RF | 0.6828 | 0.6370 | 0.7692 | 0.8271 | 0.3866 |
MACCS_NB | 0.6465 | 0.5667 | 0.7972 | 0.7566 | 0.3487 |
MACCS_CT | 0.6901 | 0.7037 | 0.6643 | 0.7162 | 0.3544 |
Pubchem_kNN | 0.7240 | 0.7148 | 0.7413 | 0.7794 | 0.4368 |
Pubchem_SVM | 0.7748 | 0.8444 | 0.6434 | 0.8341 | 0.4957 |
Pubchem_RF | 0.7264 | 0.6741 | 0.8252 | 0.8036 | 0.4751 |
Pubchem_NB | 0.6562 | 0.5963 | 0.7692 | 0.7298 | 0.3485 |
Pubchem_CT | 0.6610 | 0.6519 | 0.6783 | 0.6694 | 0.3151 |
SubFP_kNN | 0.7191 | 0.7333 | 0.6923 | 0.7756 | 0.4111 |
SubFP_SVM | 0.7651 | 0.8704 | 0.5664 | 0.8438 | 0.4624 |
SubFP_RF | 0.7312 | 0.7519 | 0.6923 | 0.8111 | 0.4310 |
SubFP_NB | 0.6973 | 0.6815 | 0.7273 | 0.7742 | 0.3902 |
SubFP_CT | 0.7482 | 0.7593 | 0.7273 | 0.7691 | 0.4708 |
KRFP_kNN | 0.7119 | 0.7074 | 0.7203 | 0.7848 | 0.4099 |
KRFP_SVM | 0.7821 | 0.8926 | 0.5734 | 0.8234 | 0.5001 |
KRFP_RF | 0.7119 | 0.7778 | 0.5874 | 0.7934 | 0.3646 |
KRFP_NB | 0.6780 | 0.6556 | 0.7203 | 0.7298 | 0.3581 |
KRFP_CT | 0.6634 | 0.6889 | 0.6154 | 0.6619 | 0.2937 |
MD_kNN | 0.7288 | 0.7444 | 0.6993 | 0.7827 | 0.4294 |
MD_SVM | 0.7094 | 0.8963 | 0.3566 | 0.7282 | 0.3060 |
MD_RF | 0.6780 | 0.9667 | 0.1329 | 0.6948 | 0.1884 |
MD_NB | 0.6247 | 0.7370 | 0.4126 | 0.6397 | 0.1533 |
MD_CT | 0.6659 | 0.6852 | 0.6294 | 0.6645 | 0.3029 |