From: Predicting adverse drug reactions of combined medication from heterogeneous pharmacologic databases
Classifier | Negative Samples | Macro_AUC | Macro_F1 | Macro_Precision | Macro_Recall | Macro_Accuracy |
---|---|---|---|---|---|---|
SVM | HCNS-ADR | 0.994 | 0.973 | 0.985 | 0.963 | 0.975 |
SVM | RGNS | 0.946 | 0.887 | 0.896 | 0.888 | 0.893 |
Logistic regression | HCNS-ADR | 0.998 | 0.980 | 0.991 | 0.971 | 0.981 |
Logistic regression | RGNS | 0.963 | 0.903 | 0.898 | 0.913 | 0.905 |
KNN | HCNS-ADR | 0.983 | 0.920 | 0.972 | 0.883 | 0.936 |
KNN | RGNS | 0.923 | 0.859 | 0.850 | 0.877 | 0.862 |
Random forest | HCNS-ADR | 0.943 | 0.840 | 0.928 | 0.781 | 0.861 |
Random forest | RGNS | 0.787 | 0.713 | 0.753 | 0.700 | 0.717 |