In-hospital mortality prediction on MIMIC-III (Whole)
48.74AUPRCTM-HGNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TM-HGNNCategory=HyperGraph-based2023.05 | 48.74 | 84.89 | |
| T-HGNNCategory=HyperGraph-based2023.05 | 45.85 | 84.29 | |
| HyperGATCategory=HyperGraph-based2023.05 | 44.42 | 84 | |
| InducT-GCNCategory=Graph-based2023.05 | 43.03 | 82.23 | |
| TextINGCategory=Graph-based2023.05 | 34.5 | 78.2 | |
| TextCNNCategory=Sequence-based2023.05 | 20.34 | 68.25 | |
| Bi-LSTM w/ Att.Category=Sequence-based2023.05 | 17.96 | 62.63 | |
| Bi-LSTMCategory=Sequence-based2023.05 | 17.67 | 58.75 | |
| FastTextCategory=Word-based2023.05 | 17.06 | 62.37 | |
| Word2vec + MLPCategory=Word-based2023.05 | 13.49 | 56.65 |