Table 4.
Chemical descriptors | Vector dimension | Diff-common L1SVM | Diff-only L1SVM | Baseline | Random | ||||
---|---|---|---|---|---|---|---|---|---|
AUC | AUPR | AUC | AUPR | AUC | AUPR | AUC | AUPR | ||
KCF-S k3 | 53679 | 0.9841 | 0.2483 | 0.9827 | 0.1872 | 0.8254 | 0.0584 | 0.4981 | 0.0052 |
10000 | 0.9839 | 0.2481 | 0.9824 | 0.1840 | 0.8299 | 0.0594 | 0.4985 | 0.0052 | |
1000 | 0.9814 | 0.2269 | 0.9773 | 0.1508 | 0.8397 | 0.0592 | 0.5006 | 0.0053 | |
KCF-S k2 | 28152 | 0.9761 | 0.2144 | 0.9691 | 0.1330 | 0.8122 | 0.0503 | 0.4995 | 0.0053 |
10000 | 0.9763 | 0.2148 | 0.9698 | 0.1366 | 0.8143 | 0.0501 | 0.4997 | 0.0053 | |
1000 | 0.9720 | 0.2012 | 0.9596 | 0.1029 | 0.8178 | 0.0481 | 0.4988 | 0.0053 | |
KCF-S k1 | 11133 | 0.9702 | 0.1835 | 0.9620 | 0.1300 | 0.8184 | 0.0776 | 0.4962 | 0.0052 |
10000 | 0.9699 | 0.1835 | 0.9600 | 0.1197 | 0.8187 | 0.0769 | 0.4960 | 0.0052 | |
1000 | 0.9676 | 0.1757 | 0.9475 | 0.0868 | 0.8208 | 0.0744 | 0.4963 | 0.0052 | |
PubChem FP | 879 | 0.9531 | 0.1341 | 0.9067 | 0.0571 | 0.8883 | 0.0667 | 0.5006 | 0.0052 |
MACCS FP | 164 | 0.9275 | 0.0932 | 0.9097 | 0.0510 | 0.8200 | 0.0336 | 0.5001 | 0.0052 |
ATOM k3 | 99 | 0.9532 | 0.1362 | 0.9378 | 0.0703 | 0.8195 | 0.0492 | 0.4983 | 0.0052 |
BOND k3 | 973 | 0.9773 | 0.2023 | 0.9713 | 0.1319 | 0.8260 | 0.0546 | 0.5001 | 0.0053 |