Disease Prediction on MIMIC-IV Tasks @ 5
1.95ROC ChangeAutoDPσ
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AutoDPσSetting=Variants of AutoDP2024.03 | 1.95 | — | — | 7.68 | |
| AutoDPµ+σSetting=Variants of AutoDP2024.03 | 1.69 | — | — | 7.74 | |
| AutoDPµSetting=Variants of AutoDP2024.03 | 1.49 | — | — | 7.12 | |
| MTG+DARTSSetting=Task Grouping + One model for each group2024.03 | 1.47 | — | — | 6.41 | |
| DARTSSetting=One model for all tasks2024.03 | 1.28 | — | — | 5.01 | |
| MTG+AdacareSetting=Task Grouping + One model for each group2024.03 | 1.25 | — | — | 5.78 | |
| AdacareSetting=One model for all tasks2024.03 | 1.03 | — | — | 5.21 | |
| TransformerSetting=One model for all tasks2024.03 | 0.97 | — | — | 4.82 | |
| MTG+TransformerSetting=Task Grouping + One model for each group2024.03 | 0.91 | — | — | 3.64 | |
| MTG+RetainSetting=Task Grouping + One model for each group2024.03 | 0.55 | — | — | 3.11 | |
| MTG+LSTMSetting=Task Grouping + One model for each group2024.03 | 0.51 | — | — | 2.1 | |
| RetainSetting=One model for all tasks2024.03 | 0.46 | — | — | 1.8 | |
| LSTMSetting=One model for all tasks2024.03 | 0.09 | — | — | 0.18 |