Length of Stay Prediction (LOS) on MIMIC-IV (Mutual Information)
0.1542Mutual Information (MI)MLCI
Evaluation Results
| Method | Links | |
|---|---|---|
| MLCI2026.06 | 0.1542 | |
| DeepSetsPooling=mean ⊕ max pool2026.06 | 0.1536 | |
| Set TransformerMode=single-logit2026.06 | 0.1516 | |
| Pure MIL Attention Pooling2026.06 | 0.1493 | |
| Star-GAT2026.06 | 0.1489 | |
| Gradient Boosted TreesEvaluation=Score/Logit2026.06 | 0.1486 | |
| Deep MLP Bag-of-CodesImplementation=EmbeddingBag2026.06 | 0.1473 | |
| Deep and Cross NetworkAcronym=DCN2026.06 | 0.1448 | |
| Factorization MachineMetric=FM score2026.06 | 0.1388 | |
| FusedLogits LR2026.06 | 0.1375 | |
| kNN2026.06 | 0.0843 | |
| Multinomial Naive Bayes2026.06 | 0.079 | |
| Complement Naive Bayes2026.06 | 0.0775 | |
| CCI+ECIMode=scalar2026.06 | 0.0639 | |
| ElixhauserAcronym=ECI2026.06 | 0.0626 | |
| CharlsonAcronym=CCI2026.06 | 0.0341 |