Clustering on Breast
2.19ARIGFC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GFCPrivacy Budget (ε)=0.12025.11 | 2.19 | 1.67 | — | — | — | — | — | |
| K-FedPrivacy Budget (ε)=0.12025.11 | 1.89 | 1.61 | — | — | — | — | — | |
| GFCPrivacy Budget (ε)=0.052025.11 | 1.79 | 0.82 | — | — | — | — | — | |
| MUFCPrivacy Budget (ε)=0.12025.11 | 1.75 | 1.12 | — | — | — | — | — | |
| K-FedPrivacy Budget (ε)=0.052025.11 | 0.99 | 0.75 | — | — | — | — | — | |
| Basicsubspace size (m)=8, number of runs=502026.03 | 0.87 | — | — | — | — | 94 | — | |
| Efronsubspace size (m)=8, number of runs=502026.03 | 0.87 | — | — | — | — | 94 | — | |
| Fed-KDPC2026.03 | 0.8686 | 0.7749 | 96.63 | 96.63 | 0.41 | — | — | |
| BBCsubspace size (m)=8, number of runs=502026.03 | 0.86 | — | — | — | — | 94 | — | |
| MUFC2026.03 | 0.8498 | 0.7519 | 96.12 | 96.13 | 3.48 | — | — | |
| KFed2026.03 | 0.8426 | 0.7368 | 95.8 | 95.82 | 3.52 | — | — | |
| K-meansnumber of runs=502026.03 | 0.84 | — | — | — | — | 93 | — | |
| Fed-k*-HC2026.03 | 0.8384 | 0.7243 | 95.17 | 93.56 | 96.4 | — | — | |
| F3KM2026.03 | 0.8247 | 0.7206 | 94.96 | 95.46 | 33.24 | — | — | |
| GTSA-PCA-WClustering Algorithm=HDBSCAN, Embedding Dimension=22026.04 | 0.7138 | — | — | — | — | 86.42 | 58.56 | |
| Orchestra*Sinkhorn alignment=class-proportional2026.03 | 0.7104 | 0.6671 | 91.75 | 92.15 | 14.38 | — | — | |
| GTSA-PCA-WClustering Method=Agglomerative, Dimensionality=2D, Distance Metric=Wasserstein2026.04 | 0.6929 | — | — | — | — | 86.66 | 57.04 | |
| NN-FCPrivacy Budget (ε)=0.12025.11 | 0.67 | 0.58 | — | — | — | — | — | |
| Orchestra2026.03 | 0.5611 | 0.5576 | 87.07 | 87.47 | 4.95 | — | — | |
| Hierarchicalnumber of runs=502026.03 | 0.47 | — | — | — | — | 79 | — | |
| Fed-AP2026.03 | 0.3769 | 0.3867 | 79.57 | 83.86 | 51.76 | — | — | |
| MUFCPrivacy Budget (ε)=0.052025.11 | 0.27 | 0.58 | — | — | — | — | — | |
| GFCPrivacy Budget (ε)=0.012025.11 | 0.27 | 0.26 | — | — | — | — | — | |
| UMAPClustering Method=Agglomerative, Dimensionality=2D2026.04 | 0.2029 | — | — | — | — | 62.51 | 24.83 | |
| UMAPClustering Algorithm=HDBSCAN, Embedding Dimension=22026.04 | 0.1566 | — | — | — | — | 45.19 | 28.92 | |
| Fed-MS2026.03 | 0.1002 | 0.1437 | 68.88 | 94.44 | 83.24 | — | — | |
| NN-FCPrivacy Budget (ε)=0.052025.11 | 0.1 | 0.14 | — | — | — | — | — | |
| MUFCPrivacy Budget (ε)=0.012025.11 | 0.03 | 0.01 | — | — | — | — | — |