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. 2018 Feb 20;8(15):8101–8111. doi: 10.1039/c7ra12957b

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