48-hour in-hospital mortality (48-IHM) prediction on MIMIC IV (test)
74.37AUROCCondI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CondIps (sample missing rate)=0.2, pw (within-sample missing rate)=0.22026.04 | 74.37 | 60.82 | |
| FedMMps (sample missing rate)=0.2, pw (within-sample missing rate)=0.22026.04 | 74.02 | 54.43 | |
| CondIps (sample missing rate)=0.8, pw (within-sample missing rate)=0.22026.04 | 73.51 | 61.11 | |
| FedAvgps (sample missing rate)=0.2, pw (within-sample missing rate)=0.82026.04 | 73.35 | 46.18 | |
| CondIps (sample missing rate)=0.2, pw (within-sample missing rate)=0.82026.04 | 73.24 | 49.33 | |
| FedMMps (sample missing rate)=0.8, pw (within-sample missing rate)=0.22026.04 | 72.02 | 46.18 | |
| FedAvgps (sample missing rate)=0.8, pw (within-sample missing rate)=0.22026.04 | 70.38 | 52.71 | |
| CondIps (sample missing rate)=0.8, pw (within-sample missing rate)=0.82026.04 | 69.83 | 57.39 | |
| FedMMps (sample missing rate)=0.2, pw (within-sample missing rate)=0.82026.04 | 67.36 | 46.18 | |
| PEPSYps (sample missing rate)=0.8, pw (within-sample missing rate)=0.82026.04 | 67.34 | 56.81 | |
| FedAvgps (sample missing rate)=0.2, pw (within-sample missing rate)=0.22026.04 | 65.44 | 60.52 | |
| PEPSYps (sample missing rate)=0.2, pw (within-sample missing rate)=0.82026.04 | 65.42 | 47.79 | |
| FedMMps (sample missing rate)=0.8, pw (within-sample missing rate)=0.82026.04 | 63.77 | 46.18 | |
| PEPSYps (sample missing rate)=0.2, pw (within-sample missing rate)=0.22026.04 | 62.67 | 46.65 | |
| PEPSYps (sample missing rate)=0.8, pw (within-sample missing rate)=0.22026.04 | 61.47 | 51.57 | |
| FedAvgps (sample missing rate)=0.8, pw (within-sample missing rate)=0.82026.04 | 52.7 | 46.18 |