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. 2022 Jun 15;147:105728. doi: 10.1016/j.compbiomed.2022.105728

Table 3.

The validity and the activity of the ML models were evaluated based on the molecules generated by the General-GEN and MproI-GEN, respectively.

General-GEN Generation
MproI-GEN Generation
Valid Active Active
Ratio (%)
Valid Active Active
Ratio (%)
SVM 491, 594 3 0 6, 963 5, 091 73.12
RF 491, 594 6, 597 1.34 6, 963 5, 785 83.08
k-NN 491, 594 13, 990 2.85 6, 963 5, 465 78.49
XGB 491, 594 12, 321 2.51 6, 963 5, 762 82.75
Inter-section 491, 594 1 0 6, 963 4, 531 65.07