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AUC (×100) of SimpleMIL Across Datasets, Without Transfer, For GSS Features and Two Different Assumptions: Average Assumption Used in This Paper (top) and Noisy-Or Assumption (Bottom)
| Test → | DLCST | COPDGene1 | COPDGene2 | Frederikshavn |
|---|---|---|---|---|
| Train ↓ | Average assumption | |||
| DLCST | 79.0 | 78.4 | 84.7 | 90.6 |
| COPDGenet | 67.4 | 88.4 | 95.6 | 81.3 |
| COPDGene2 | 66.9 | 90.8 | 93.1 | 87.5 |
| Noisy-or assumption | ||||
| DLCST | 74.8 | 62.9 | 61.0 | 92.2 |
| COPDGenet | 50.7 | 76.2 | 96.0 | 77.3 |
| COPDGene2 | 50.0 | 84.6 | 81.1 | 87.5 |
