Mortality prediction on MIMIC-III
0.77AUCTRTR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TRTR2026.03 | 0.77 | — | |
| CDMT-EHR (CFG-bal)Conditioning=CFG-bal, Sampling steps=502026.03 | 0.751 | — | |
| CDMT-EHR (CFG-comb)Conditioning=CFG-comb, Sampling steps=502026.03 | 0.743 | — | |
| CDMT-EHR (unconditional)Conditioning=unconditional, Sampling steps=502026.03 | 0.729 | — | |
| LSTMEmbedding=CAAT-EHR2025.01 | 0.691 | 60.7 | |
| TimeDiff-TransSampling steps=1,0002026.03 | 0.689 | — | |
| TA-RNNEmbedding=CAAT-EHR2025.01 | 0.671 | 58.3 | |
| TimeDiff-GRUSampling steps=1,0002026.03 | 0.663 | — | |
| OvOEmbedding=N/A (Raw Data)2025.01 | 0.645 | 63.4 | |
| SVMEmbedding=CAAT-EHR2025.01 | 0.628 | 64.7 | |
| LSTMEmbedding=N/A (Raw Data)2025.01 | 0.623 | 53.8 | |
| RFEmbedding=CAAT-EHR2025.01 | 0.59 | 60.9 | |
| RFEmbedding=N/A (Raw Data)2025.01 | 0.585 | 60.7 | |
| TA-RNNEmbedding=LSTM-AE2025.01 | 0.551 | 46.8 | |
| TA-RNNEmbedding=N/A (Raw Data)2025.01 | 0.532 | 43.3 | |
| RFEmbedding=LSTM-AE2025.01 | 0.53 | 52.6 | |
| BEHRTEmbedding=N/A (Raw Data)2025.01 | 0.519 | 46.8 | |
| SVMEmbedding=N/A (Raw Data)2025.01 | 0.516 | 49.7 | |
| SVMEmbedding=LSTM-AE2025.01 | 0.513 | 49.6 | |
| LSTMEmbedding=LSTM-AE2025.01 | 0.501 | 31 |