Sepsis prediction on Multi-center clinical dataset (three tertiary hospitals)
0.9027ROC AUCCentralized end-to-end autoencoder–MLP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Centralized end-to-end autoencoder–MLPSubgroup=Central2026.06 | 0.9027 | 63.15 | 94.92 | 83.72 | 85.18 | 72 | 85.64 | |
| FedAvgSubgroup=FedAvg2026.06 | 0.8902 | 56.14 | 92.75 | 76.19 | 83.66 | 64.64 | 82.05 | |
| KNN+SVMSubgroup=Baseline2026.06 | 0.8789 | 57.89 | 94.92 | 82.5 | 84.51 | 68.04 | 84.1 |