Table 5.
PubChem | 720725_GR_Ant | 1347030_TRHR | 1347032_TGF_Beta | |
---|---|---|---|---|
Assay AID | Train:Valid:Test = 7:1:2 | Train:Valid:Test = 3:1:2 | Train:Valid:Test = 7:1:2 | |
ROC_AUC | average | 0.983 ± 0.032 | 0.929 ± 0.003 | 0.918 ± 0.005 |
max_ROC_AUC | 0.983 | 0.934 | 0.925 | |
max_BS | 125 | 14 | 28 | |
BAC | average | 0.866 ± 0.033 | 0.877 ± 0.004 | 0.848 ± 0.007 |
max_BAC | 0.930 | 0.881 | 0.862 | |
max_BS | 125 | 22 | 44 | |
MCC | average | 0.444 ± 0.056 | 0.194 ± 0.004 | 0.368 ± 0.011 |
max_MCC | 0.604 | 0.200 | 0.390 | |
max_BS | 200 | 14 | 28 | |
Acc | average | 0.908 ± 0.021 | 0.855 ± 0.005 | 0.810 ± 0.011 |
max_Acc | 0.954 | 0.863 | 0.835 | |
max_BS | 200 | 14 | 20 | |
loss_train | average | 0.045 ± 0.033 | 0.322 ± 0.013 | 0.097 ± 0.047 |
min_loss | 0.019 | 0.301 | 0.037 | |
min_BS | 48 | 14 | 20 | |
loss_test | average | 0.119 ± 0.025 | 0.314 ± 0.022 | 0.203 ± 0.023 |
min_loss | 0.073 | 0.255 | 0.172 | |
min_BS | 120 | 2 | 34 | |
PR_AUC | average | 0.654 ± 0.087 | 0.136 ± 0.011 | 0.431 ± 0.032 |
max_PR_AUC | 0.800 | 0.154 | 0.476 | |
max_BS | 290 | 14 | 28 | |
F | average | 0.930 ± 0.014 | 0.914 ± 0.003 | 0.860 ± 0.008 |
max_F | 0.961 | 0.919 | 0.877 | |
max_BS | 200 | 14 | 20 |