Table 4.
Reliability and responsiveness during training, testing, and validation phases for the LOS binary outcome.
| LOS | ||||||
|---|---|---|---|---|---|---|
| Reliability (Accuracy) |
Responsiveness (AUC) |
|||||
| Training | Testing | Validation | Training | Testing | Validation | |
| Random Forest | 91.44% | 60.86% | 61.30% | 0.94 | 0.632 | 0.636 |
| Neural Network | 62.81% | 62.84% | 62.79% | 0.662 | 0.661 | 0.668 |
| XGT Boost Tree | 61.44% | 61.40% | 61.44% | 0.619 | 0.615 | 0.61 |
| LSVM | 66.64% | 66.84% | 66.55% | 0.689 | 0.689 | 0.684 |