Table 3 Performance comparison of different methods.
From: Heterogeneous graph transformer and diffusion model for disease diagnosis
Methods | MIMIC-III | MIMIC-IV | ||
|---|---|---|---|---|
Micro-F1 | Macro-F1 | Micro-F1 | Macro-F1 | |
GCN | 84.76 | 80.31 | 80.16 | 80.47 |
GAT | 86.43 | 84.21 | 82.16 | 82.86 |
HAN | 84.76 | 81.55 | 76.00 | 76.33 |
GIN | 86.90 | 83.43 | 80.84 | 81.49 |
FastGTN | 80.13 | 80.13 | 78.96 | 78.96 |
HGT | 85.81 | 82.30 | 77.28 | 78.25 |
HHGT | 85.09 | 81.88 | 78.64 | 79.26 |
SlotGAT | 87.62 | 85.22 | 82.12 | 82.49 |
DiffGraph | 87.27 | 84.93 | 82.30 | 82.98 |
HeCo | 86.12 | 83.47 | 81.25 | 81.83 |
MAGNN | 86.45 | 83.40 | 82.13 | 82.06 |
BEHRT | 82.20 | 80.10 | 78.50 | 78.90 |
HSGNN | 86.20 | 82.60 | 81.52 | 81.90 |
TD4DD | 88.29 | 86.11 | 83.60 | 83.94 |
