| Multi-instance AdaBoost | Multi-instance AdaBoost Novel | Single-instance AdaBoost | ||||||
---|---|---|---|---|---|---|---|---|---|
SP | SE | MCC | SP | SE | MCC | SP | SE | MCC | |
Positive (interaction) | 0.7647 | 0.8387 | 0.6498 | 0.7011 | 0.7871 | 0.5611 | 0.6784 | 0.7484 | 0.5192 |
Negative (non-interaction) | 0.8214 | 0.7419 | 0.6397 | 0.7574 | 0.6645 | 0.5416 | 0.7194 | 0.6452 | 0.5001 |
[ Acc; MCC ] | [79.03%; 0.6426] | [72.58%; 0.5487] | [69.58%;0.5080] | ||||||
[ ROC - AUC; PR - AUC ] | [ 0.8210; 0.7743] | [ 0.7846; 0.7521] | [ 0.7655; 0.6971] | ||||||
F1 score | 0.80 | 0.74 | 0.71 |