Clustering on yeast
41.5ARIFedRO
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedRO2023.06 | 41.5 | — | — | 30.5 | — | — | |
| K-means2023.06 | 38.6 | — | — | 40.2 | — | — | |
| DBSCAN2023.06 | 37.5 | — | — | 33.6 | — | — | |
| OPTICS2023.06 | 25.8 | — | — | 24.3 | — | — | |
| Fed-k*-HC2026.03 | 23.59 | 57.91 | 73.96 | 32.81 | 0.538 | — | |
| F3KM2026.03 | 22.32 | 44.78 | 50.43 | 30.16 | 0.6317 | — | |
| Fed-KDPC2026.03 | 19.18 | 52.29 | 59.11 | 25.35 | 0.0203 | — | |
| MUFC2026.03 | 17.7 | 49.94 | 50.33 | 26.4 | 0.274 | — | |
| KMTDExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 17.3 | — | — | — | — | — | |
| FWSAExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 17.1 | — | — | — | — | — | |
| SHARKExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 16 | — | — | — | — | — | |
| k-means++Experiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 15.7 | — | — | — | — | — | |
| SR-PCM-HDP2026.05 | 15.6 | — | — | — | — | 19.7 | |
| LSruns=averaged over ten runs2026.06 | 15 | — | — | — | — | — | |
| KFed2026.03 | 14.59 | 48.26 | 58.82 | 21.91 | 0.2933 | — | |
| LWk-meansExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 13.9 | — | — | — | — | — | |
| PHIDAEnvironment=Nonstationary, Runs=30 independent2026.05 | 13.2 | — | — | — | — | 21.8 | |
| Orchestra*Sinkhorn alignment=class-proportional2026.03 | 13.07 | 43.48 | 46.34 | 21.27 | 0.616 | — | |
| PHIDA2026.05 | 13 | — | — | — | — | 22.6 | |
| IDATEnvironment=Nonstationary, Runs=30 independent2026.05 | 12.2 | — | — | — | — | 20.3 | |
| Fed-AP2026.03 | 11.66 | 46.57 | 68.19 | 21.02 | 0.5242 | — | |
| IDAT2026.05 | 11.5 | — | — | — | — | 20.3 | |
| S-KMruns=averaged over ten runs2026.06 | 11 | — | — | — | — | — | |
| DipEncruns=averaged over ten runs2026.06 | 11 | — | — | — | — | — | |
| GNG2026.05 | 10.4 | — | — | — | — | 19.8 | |
| G-CEALS2026.05 | 10.1 | — | — | — | — | 18.7 | |
| C-KMruns=averaged over ten runs2026.06 | 10 | — | — | — | — | — | |
| COP-KMruns=averaged over ten runs2026.06 | 10 | — | — | — | — | — | |
| GNGEnvironment=Nonstationary, Runs=30 independent2026.05 | 9.4 | — | — | — | — | 19 | |
| KMruns=averaged over ten runs2026.06 | 9 | — | — | — | — | — | |
| Orchestra2026.03 | 8.56 | 35.82 | 37.95 | 15.24 | 0.0571 | — | |
| GMMruns=averaged over ten runs2026.06 | 8 | — | — | — | — | — | |
| CAE2026.05 | 7.9 | — | — | — | — | 13.3 | |
| CAEEnvironment=Nonstationary, Runs=30 independent2026.05 | 7.7 | — | — | — | — | 12 | |
| DECruns=averaged over ten runs2026.06 | 7 | — | — | — | — | — | |
| TBM-P2026.05 | 6.9 | — | — | — | — | 19.7 | |
| Aggruns=averaged over ten runs2026.06 | 6 | — | — | — | — | — | |
| Oursruns=averaged over ten runs2026.06 | 6 | — | — | — | — | — | |
| DDVFA2026.05 | 5.4 | — | — | — | — | 13.2 | |
| TableDC2026.05 | 4.8 | — | — | — | — | 11.4 | |
| TC2026.05 | 4.1 | — | — | — | — | 9.1 | |
| CAEA2026.05 | 3.8 | — | — | — | — | 10.3 | |
| SOINN+Environment=Nonstationary, Runs=30 independent2026.05 | 3.4 | — | — | — | — | 8 | |
| Fed-MS2026.03 | 2.39 | 41.25 | 96.2 | 10.46 | 1.5558 | — | |
| DDVFAEnvironment=Nonstationary, Runs=30 independent2026.05 | 1.4 | — | — | — | — | 4.4 | |
| CAEAEnvironment=Nonstationary, Runs=30 independent2026.05 | 1.3 | — | — | — | — | 13.7 | |
| AuToMATo2026.05 | 1.2 | — | — | — | — | 4.9 | |
| SOINN+2026.05 | 0.7 | — | — | — | — | 3.1 | |
| DBSCANruns=averaged over ten runs2026.06 | 0 | — | — | — | — | — | |
| DipNSubruns=averaged over ten runs2026.06 | 0 | — | — | — | — | — | |
| Aggaggregation=averaged over ten runs2026.06 | — | — | — | 13 | — | — | |
| C-KMaggregation=averaged over ten runs2026.06 | — | — | — | 12 | — | — | |
| clustering-by-exclusionaggregation=averaged over ten runs2026.06 | — | — | — | 8 | — | — | |
| COP-KMaggregation=averaged over ten runs2026.06 | — | — | — | 13 | — | — | |
| DBSCANaggregation=averaged over ten runs2026.06 | — | — | — | 0 | — | — | |
| DECaggregation=averaged over ten runs2026.06 | — | — | — | 9 | — | — | |
| DipEncaggregation=averaged over ten runs2026.06 | — | — | — | 16 | — | — | |
| DipNSubaggregation=averaged over ten runs2026.06 | — | — | — | 3 | — | — | |
| GMMaggregation=averaged over ten runs2026.06 | — | — | — | 11 | — | — | |
| KMaggregation=averaged over ten runs2026.06 | — | — | — | 12 | — | — | |
| LSaggregation=averaged over ten runs2026.06 | — | — | — | 19 | — | — | |
| S-KMaggregation=averaged over ten runs2026.06 | — | — | — | 16 | — | — |