Table 3.
PubChem | 720725_GR_Ant | 1347030_TRHR_Ago | 1347032_TGF_Beta_Python | ||||
---|---|---|---|---|---|---|---|
Assay AID | Python | DIGITS | Python | DIGITS | Python | DIGITS | |
ROC_AUC | average | 0.832 ± 0.048 | 0.856 ± 0.029 | 0.875 ± 0.031 | 0.886 ± 0.028 | 0.879 ± 0.015 | 0.907 ± 0.020 |
max_ROC_AUC | 0.926 | 0.910 | 0.915 | 0.918 | 0.911 | 0.932 | |
max_angle | 185 | 95 | 176 | 185 | 185 | 75 | |
max_split | 7:1:2 | 5:5:1 | 3:1:2 | 5:3:4 | 7:1:2 | 5:3:2 | |
BAC | average | 0.762 ± 0.044 | 0.791 ± 0.023 | 0.811 ± 0.032 | 0.829 ± 0.023 | 0.805 ± 0.015 | 0.849 ± 0.030 |
max_BAC | 0.864 | 0.837 | 0.868 | 0.876 | 0.844 | 0.930 | |
max_angle | 185 | 95 | 176 | 355 | 185 | 176 | |
max_split | 7:1:2 | 3:3:1 | 3:1:2 | 5:3:4 | 7:1:2 | 5:3:2 | |
MCC | average | 0.248 ± 0.065 | 0.282 ± 0.030 | 0.141 ± 0.017 | 0.155 ± 0.022 | 0.309 ± 0.025 | 0.384 ± 0.044 |
max_MCC | 0.451 | 0.354 | 0.194 | 0.208 | 0.373 | 0.478 | |
max_angle | 176 | 75 | 176 | 355 | 176 | 165 | |
max_split | 7:1:2 | 4:4:1 | 3:1:2 | 1:1:1 | 7:1:2 | 2:2:1 | |
Acc | average | 0.790 ± 0.058 | 0.812 ± 0.044 | 0.781 ± 0.030 | 0.769 ± 0.060 | 0.770 ± 0.029 | 0.833 ± 0.033 |
max_Acc | 0.917 | 0.939 | 0.856 | 0.902 | 0.834 | 0.896 | |
max_angle | 176 | 155 | 176 | 125 | 176 | 165 | |
max_split | 7:1:2 | 4:4:1 | 3:1:2 | 1:1:1 | 7:1:2 | 2:2:1 | |
loss_val | average | 0.383 ± 0.115 | 0.108 ± 0.014 | 0.189 ± 0.070 | 0.032 ± 0.007 | 0.316 ± 0.061 | 0.113 ± 0.011 |
min_loss_train | 0.110 | 0.065 | 0.194 | 0.024 | 0.197 | 0.087 | |
min_angle | 185 | 195 | 176 | 325 | 350 | 230 | |
max_split | 7:1:2 | 7:1:2 | 3:1:2 | 3:1:2 | 3:2:1 | 7:1:2 | |
loss_train | average | 0.413 ± 0.153 | 0.247 ± 0.088 | 0.280 ± 0.120 | |||
min_loss_train | 0.038 | 0.047 | 0.044 | ||||
min_angle | 176 | 176 | 176 | ||||
max_split | 2:2:1 | 1:1:1 | 1:1:1 | ||||
PR_AUC | average | 0.335 ± 0.117 | 0.103 ± 0.041 | 0.315 ± 0.056 | |||
max_PR_AUC | 0.660 | 0.194 | 0.453 | ||||
max_angle | 176 | 176 | 176 | ||||
max_split | 7:1:2 | 3:1:2 | 3:1:1 | ||||
F | average | 0.853 ± 0.039 | 0.868 ± 0.020 | 0.833 ± 0.020 | |||
max_F | 0.935 | 0.914 | 0.876 | ||||
max_angle | 176 | 176 | 176 | ||||
max_split | 7:1:2 | 3:1:2 | 7:1:2 |