Myeloma Prediction on UK Biobank Proteomic (test)
0.913AUROCZero-Order-DC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Zero-Order-DCIPC=500, Privacy Budget (epsilon)=1.92026.03 | 0.913 | 86.5 | 83.4 | 1.7 | 99.9 | |
| XGBoost (Condensed)Instances (IPC)=500, Privacy Budget (ε)=1.92026.03 | 0.913 | 86.5 | 83.4 | 1.7 | 99.9 | |
| Zero-Order-DCIPC=1000, Privacy Budget (epsilon)=2.32026.03 | 0.912 | 80.8 | 87.9 | 2.2 | 99.9 | |
| XGBoost (Condensed)Instances (IPC)=1000, Privacy Budget (ε)=2.32026.03 | 0.912 | 80.8 | 87.9 | 2.2 | 99.9 | |
| Zero-Order-DCIPC=100, Privacy Budget (epsilon)=2.62026.03 | 0.905 | 84.6 | 78.5 | 1.3 | 99.9 | |
| XGBoost (Condensed)Instances (IPC)=100, Privacy Budget (ε)=2.62026.03 | 0.905 | 84.6 | 78.5 | 1.3 | 99.9 | |
| XGBoost (Full Dataset)IPC=Full2026.03 | 0.898 | 84.6 | 75.7 | 1.1 | 99.9 | |
| XGBoost (Full Dataset)Data Source=Full Dataset2026.03 | 0.898 | 84.6 | 75.7 | 1.1 | 99.9 | |
| Zero-Order-DCIPC=50, Privacy Budget (epsilon)=2.12026.03 | 0.856 | 78.8 | 81.7 | 1.4 | 99.9 | |
| XGBoost (Condensed)Instances (IPC)=50, Privacy Budget (ε)=2.12026.03 | 0.856 | 78.8 | 81.7 | 1.4 | 99.9 |