Model | Performance metric1 | Base dataset | Transfer learning dataset |
---|---|---|---|
OptNCMiner | Recall | 0.833 | 0.871 |
AUROC | 0.632 | 0.787 | |
Accuracy | 0.440 | 0.713 | |
Cosine similarity | Recall | 0.573 | 0.696 |
AUROC | 0.643 | 0.761 | |
Accuracy | 0.708 | 0.818 | |
Naïve bayes classifier | Recall | 0.322 | 0.483 |
AUROC | 0.623 | 0.696 | |
Accuracy | 0.909 | 0.887 | |
Logistic regression | Recall | 0.212 | 0.581 |
AUROC | 0.606 | 0.785 | |
Accuracy | 0.978 | 0.969 | |
Random forest | Recall | 0.677 | 0.479 |
AUROC | 0.343 | 0.241 | |
Accuracy | 0.028 | 0.027 | |
Multi-layer perceptron | Recall | 0.361 | 0.824 |
AUROC | 0.676 | 0.818 | |
Accuracy | 0.972 | 0.899 |