Table 8 The results of NNPS method with different size of Training set (Tr set), Validation and Test sets (VT sets) of dataset
From: A neural network-based method for polypharmacy side effects prediction
Method | Tr set (%) | VT sets (%) | thr | TP | FP | TN | FN | AUROC | AUPRC | Precision | Recall | F-score | ACC | MCC |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
NNPS | 60 | 20 | 0.508 | 416,152 | 56,575 | 375,325 | 16,221 | 0.961 | 0.948 | 0.885 | 0.961 | 0.921 | 0.918 | 0.839 |
NNPS | 70 | 15 | 0.522 | 313,947 | 39,974 | 283,681 | 10,456 | 0.964 | 0.951 | 0.892 | 0.967 | 0.928 | 0.925 | 0.854 |