Table 2.
The performance of the top-10 models in the test dataset for the substrate prediction model
Model | ACC | SP | SE | AUC | MCC |
---|---|---|---|---|---|
Descriptor_ET | 0.815 | 0.736 | 0.891 | 0.883 | 0.628 |
Descriptor_RF | 0.811 | 0.760 | 0.859 | 0.889 | 0.616 |
MACCS_ET | 0.815 | 0.769 | 0.859 | 0.859 | 0.616 |
Descriptor_SVM | 0.811 | 0.744 | 0.875 | 0.882 | 0.633 |
MACCS_RF | 0.807 | 0.727 | 0.883 | 0.864 | 0.619 |
Descriptor_LR | 0.795 | 0.744 | 0.844 | 0.877 | 0.591 |
MACCS_NN | 0.807 | 0.760 | 0.852 | 0.870 | 0.615 |
AttentiveFP_attentivefp | 0.823 | 0.785 | 0.859 | 0.877 | 0.647 |
MACCS_SVM | 0.803 | 0.744 | 0.859 | 0.850 | 0.608 |
Morgan_ET_1024 | 0.807 | 0.727 | 0.883 | 0.878 | 0.619 |