Disease Prediction on MIMIC-IV Tasks @ 10
2.55ROCAutoDPµ+σ
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AutoDPµ+σSetting=Variants of AutoDP2024.03 | 2.55 | 8.81 | |
| AutoDPσSetting=Variants of AutoDP2024.03 | 2.49 | 8.45 | |
| AutoDPµSetting=Variants of AutoDP2024.03 | 2.08 | 7.53 | |
| MTG+DARTSSetting=Task Grouping + One model for each group2024.03 | 2.02 | 6.65 | |
| DARTSSetting=One model for all tasks2024.03 | 2.01 | 6.87 | |
| MTG+RetainSetting=Task Grouping + One model for each group2024.03 | 1.51 | 5.2 | |
| MTG+AdacareSetting=Task Grouping + One model for each group2024.03 | 1.44 | 4.63 | |
| TransformerSetting=One model for all tasks2024.03 | 1.41 | 4.14 | |
| AdacareSetting=One model for all tasks2024.03 | 1.32 | 4.05 | |
| MTG+TransformerSetting=Task Grouping + One model for each group2024.03 | 1.2 | 3.95 | |
| LSTMSetting=One model for all tasks2024.03 | 1.06 | 3.22 | |
| RetainSetting=One model for all tasks2024.03 | 0.66 | 0.75 | |
| MTG+LSTMSetting=Task Grouping + One model for each group2024.03 | 0.65 | 1.87 |