Clustering on YE
0.9ARIHDBSCAN*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HDBSCAN*k=4, Cluster Selection Strategy=EOM, Persistence Measure=N/A, Dimensionality Reduction (UMAP)=min(50, D)2025.12 | 0.9 | — | |
| PLSCANk=4, Cluster Selection Strategy=Top-5 most persistent layer, Persistence Measure=size, Dimensionality Reduction (UMAP)=min(50, D)2025.12 | 0.75 | — | |
| PLSCANk=4, Cluster Selection Strategy=Top-5 most persistent layer, Persistence Measure=size-d, Dimensionality Reduction (UMAP)=min(50, D)2025.12 | 0.75 | — | |
| PLSCANk=4, Cluster Selection Strategy=Top-5 most persistent layer, Persistence Measure=size-lambda, Dimensionality Reduction (UMAP)=min(50, D)2025.12 | 0.75 | — | |
| PLSCANk=4, Cluster Selection Strategy=Top-5 most persistent layer, Persistence Measure=d, Dimensionality Reduction (UMAP)=min(50, D)2025.12 | 0.75 | — | |
| PLSCANk=4, Cluster Selection Strategy=Top-5 most persistent layer, Persistence Measure=lambda, Dimensionality Reduction (UMAP)=min(50, D)2025.12 | 0.38 | — | |
| HDBSCAN*k=4, Cluster Selection Strategy=leaf, Persistence Measure=N/A, Dimensionality Reduction (UMAP)=min(50, D)2025.12 | 0.27 | — | |
| GOLDsetting=federated2026.01 | 0.217 | 0.493 | |
| k-Fedsetting=federated2026.01 | 0.198 | 0.447 | |
| OSFSC-TSCsetting=federated2026.01 | 0.151 | 0.48 | |
| NN-FCsetting=federated2026.01 | 0.097 | 0.358 | |
| OSFSC-SSCsetting=federated2026.01 | 0.088 | 0.406 | |
| FFCM-avg1setting=federated2026.01 | 0.045 | 0.294 | |
| FFCM-avg2setting=federated2026.01 | 0.044 | 0.289 | |
| FedSCsetting=federated2026.01 | 0.003 | 0.283 | |
| AFCLsetting=federated2026.01 | 0.003 | 0.281 |