TABLE I.
5-FOLD AVERAGE PERFORMANCE MEASURES FOR THE ATTENTION-GUIDED AND BASELINE MODELS
Accuracy | MCC | Recall | Precision | F1-score | AUC | |
---|---|---|---|---|---|---|
Pathway#1 | 85.184 | 0.373 | 89.425 | 93.576 | 91.371 | 86.741 |
Pathway#2 | 91.413 | 0.553 | 94.838 | 95.418 | 95.102 | 93.007 |
Pathway#3 | 90.300 | 0.513 | 94.826 | 94.115 | 94.426 | 91.189 |
Fusion - average | 91.073 | 0.557 | 95.119 | 94.730 | 94.882 | 93.769 |
Fusion - min | 90.452 | 0.430 | 98.690 | 91.182 | 94.736 | 92.243 |
Fusion - max | 85.319 | 0.528 | 85.216 | 97.873 | 91.056 | 92.785 |
Baseline DL model | 86.315 | 0.399 | 90.928 | 93.409 | 92.088 | 86.803 |