From: A neural network-based method for polypharmacy side effects prediction
Dimension reduction techniques | TP | FP | TN | FN | AUROC | AUPRC | Precision | Recall | F-score | ACC | MCC |
---|---|---|---|---|---|---|---|---|---|---|---|
PCA | 105,153 | 12,013 | 95,955 | 2608 | 0.966 | 0.953 | 0.901 | 0.976 | 0.936 | 0.934 | 0.872 |
Low variance filter | 104,830 | 12,667 | 95,119 | 3113 | 0.963 | 0.952 | 0.899 | 0.972 | 0.933 | 0.931 | 0.866 |
Autoencoder | 104,498 | 13,087 | 94,827 | 3317 | 0.963 | 0.950 | 0.897 | 0.971 | 0.931 | 0.929 | 0.862 |