Clustering on Glass
0.51NMILS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LSaggregation=averaged over ten runs2026.06 | 0.51 | — | |
| LS2026.06 | 0.51 | 0.31 | |
| HypeGBMS2025.12 | 0.477 | 0.281 | |
| COP-KMaggregation=averaged over ten runs2026.06 | 0.45 | — | |
| COP-KM2026.06 | 0.45 | 0.27 | |
| KCC#clusters=92025.11 | 0.439 | — | |
| GBMS2025.12 | 0.438 | 0.261 | |
| KMaggregation=averaged over ten runs2026.06 | 0.43 | — | |
| KM2026.06 | 0.43 | 0.27 | |
| HSFC2025.12 | 0.428 | 0.258 | |
| QuickMeanShift2025.12 | 0.427 | 0.256 | |
| C-PAINT#clusters=92025.11 | 0.402 | — | |
| GMMaggregation=averaged over ten runs2026.06 | 0.4 | — | |
| S-KMaggregation=averaged over ten runs2026.06 | 0.4 | — | |
| GMM2026.06 | 0.4 | 0.25 | |
| S-KM2026.06 | 0.4 | 0.27 | |
| TGCC#clusters=92025.11 | 0.398 | — | |
| MDL-GBTRSC2026.05 | 0.3939 | 0.2207 | |
| Aggaggregation=averaged over ten runs2026.06 | 0.39 | — | |
| Agg2026.06 | 0.39 | 0.26 | |
| SC-NR#clusters=92025.11 | 0.384 | — | |
| Spectral#clusters=92025.11 | 0.367 | — | |
| GMS2025.12 | 0.361 | 0.187 | |
| GMM2025.12 | 0.361 | 0.205 | |
| SC-kNNAffinity=kNN2026.05 | 0.3601 | 0.2189 | |
| C-KMaggregation=averaged over ten runs2026.06 | 0.36 | — | |
| clustering-by-exclusionaggregation=averaged over ten runs2026.06 | 0.36 | — | |
| C-KM2026.06 | 0.36 | 0.22 | |
| MDMSC2026.05 | 0.3595 | 0.1651 | |
| DBSCAN2025.12 | 0.358 | 0.225 | |
| k-Means#clusters=92025.11 | 0.357 | — | |
| KPKM#clusters=92025.11 | 0.347 | — | |
| SC-RBFAffinity=RBF2026.05 | 0.3319 | 0.1705 | |
| GMM-SC2026.05 | 0.3201 | 0.1752 | |
| Perception2026.06 | 0.32 | 0.14 | |
| Gridshift2025.12 | 0.314 | 0.234 | |
| DBSCANaggregation=averaged over ten runs2026.06 | 0.31 | — | |
| DBSCAN2026.06 | 0.31 | 0.16 | |
| BCC#clusters=92025.11 | 0.308 | — | |
| k-means2025.12 | 0.306 | 0.168 | |
| GBSC2026.05 | 0.2796 | 0.142 | |
| Spectral2025.12 | 0.265 | 0.142 | |
| Convex#clusters=92025.11 | 0.255 | — | |
| DipNSubaggregation=averaged over ten runs2026.06 | 0.24 | — | |
| DipNSub2026.06 | 0.24 | 0.17 | |
| WBMS2025.12 | 0.238 | 0.157 | |
| GBCT2026.05 | 0.1608 | 0.0396 | |
| DECaggregation=averaged over ten runs2026.06 | 0.14 | — | |
| DEC2026.06 | 0.14 | 0.06 | |
| DipEncaggregation=averaged over ten runs2026.06 | 0.06 | — | |
| DipEnc2026.06 | 0.06 | 0.02 | |
| FWSAExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | — | 0.24 | |
| k-means++Experiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | — | 0.17 | |
| KMTDExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | — | 0.123 | |
| LWk-meansExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | — | 0.141 | |
| SHARKExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | — | 0.218 |