Disease Prediction on MIMIC-IV Tasks @ 25
2.8ROC ScoreAutoDPµ+σ
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AutoDPµ+σSetting=Variants of AutoDP2024.03 | 2.8 | 13.43 | |
| AutoDPµSetting=Variants of AutoDP2024.03 | 2.68 | 12.7 | |
| AutoDPσSetting=Variants of AutoDP2024.03 | 2.62 | 13.37 | |
| MTG+DARTSSetting=Task Grouping + One model for each group2024.03 | 2.41 | 11.76 | |
| DARTSSetting=One model for all tasks2024.03 | 1.87 | 7.71 | |
| LSTMSetting=One model for all tasks2024.03 | 1.83 | 7.46 | |
| MTG+TransformerSetting=Task Grouping + One model for each group2024.03 | 1.79 | 9.15 | |
| TransformerSetting=One model for all tasks2024.03 | 1.75 | 7.45 | |
| MTG+AdacareSetting=Task Grouping + One model for each group2024.03 | 1.75 | 7.84 | |
| MTG+LSTMSetting=Task Grouping + One model for each group2024.03 | 1.74 | 7.4 | |
| AdacareSetting=One model for all tasks2024.03 | 1.68 | 6.94 | |
| MTG+RetainSetting=Task Grouping + One model for each group2024.03 | 1.54 | 8.87 | |
| RetainSetting=One model for all tasks2024.03 | 1.41 | 5.88 |