Table 2.
AUC of the four models on MIMIC-III and eICU.
| Model | MIMIC | eICU |
|---|---|---|
| Multilayer GRU (baseline) | 0.779 | 0.762 |
| Multilayer GRU with attention (baseline) | 0.773 | 0.814 |
| Multilayer LSTM (baseline) | 0.762 | 0.811 |
| Multilayer LSTM with attention (baseline) | 0.760 | 0.825 |
| Self-correcting RNN ∗ | 0.889 | 0.837 |
| Self-correcting regression RNN with regularization∗ | 0.886 | 0.861 |
| Self-correcting RNN with regularization∗ | 0.893 | 0.871 |
∗Proposed methods.