Table 4 Mean (standard deviation) of performance metrics using all 58 features
From: An interpretable neural network for outcome prediction in traumatic brain injury
Method | Accuracy | Recall | Precision | F1 | AUC |
|---|---|---|---|---|---|
TFNN | 0.702 (0.026) | 0.551(0.050) | 0.684 (0.038) | 0.564 (0.039) | 0.786 (0.027) |
XGB | 0.697 (0.019) | 0.624(0.041) | 0.647 (0.026) | 0.588 (0.026) | 0.762 (0.016) |
RF | 0.735 (0.021) | 0.574 (0.054) | 0.741 (0.027) | 0.599 (0.038) | 0.810 (0.018) |
SVM | 0.740 (0.018) | 0.615 (0.048) | 0.731 (0.037) | 0.620 (0.028) | 0.808 (0.024) |