Clustering on Wine
0.93ARIGMM EM with ICL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GMM EM with ICLModel selection criterion=ICL2026.04 | 0.93 | — | — | 3 | — | |
| GMM EM with BICModel selection criterion=BIC2026.04 | 0.93 | — | — | 3 | — | |
| Turtle shellselection=best k in {15, 25, 45, 100}2026.04 | 0.92 | — | — | 3 | — | |
| Phenograph2025.01 | 0.9 | — | 0.88 | 3 | 11 | |
| K-Means2025.01 | 0.9 | — | 0.88 | — | — | |
| SpectralD' (Dimensionality after PCA)=132025.10 | 0.9 | — | — | — | 0.1 | |
| SpectralN=178, D=13, D'=132025.10 | 0.9 | — | 0.88 | — | — | |
| PhenoGraphselection=best k in {15, 25, 45, 100}2026.04 | 0.9 | — | — | 3 | — | |
| k-means++Experiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 0.897 | — | — | — | — | |
| KMTDExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 0.897 | — | — | — | — | |
| Spectral2025.12 | 0.881 | — | 0.86 | — | — | |
| GMMN=178, D=13, D'=132025.10 | 0.88 | — | 0.86 | — | — | |
| VillageNet-OptOptimization Strategy=Optimal2025.01 | 0.86 | — | 0.85 | 3 | 9.9 | |
| VillageNet-HeurOptimization Strategy=Heuristic2025.01 | 0.86 | — | 0.84 | 3 | 0.4 | |
| KMeansN=178, D=13, D'=132025.10 | 0.85 | — | 0.83 | — | — | |
| SPORE_ANND' (Dimensionality after PCA)=132025.10 | 0.84 | — | — | — | 0.01 | |
| SPORE_ENND' (Dimensionality after PCA)=132025.10 | 0.84 | — | — | — | 0.02 | |
| SPOREANNN=178, D=13, D'=132025.10 | 0.84 | — | 0.82 | — | — | |
| SPOREENNN=178, D=13, D'=132025.10 | 0.84 | — | 0.82 | — | — | |
| SHARKExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 0.822 | — | — | — | — | |
| HypeGBMS2025.12 | 0.813 | — | 0.838 | — | — | |
| Louvain2025.01 | 0.81 | — | 0.78 | 3 | — | |
| WBMS2025.12 | 0.802 | — | 0.795 | — | — | |
| Agglomerative2025.01 | 0.79 | — | 0.79 | — | — | |
| GITprior class proportions=balanced2021.10 | 0.71 | 0.9 | 0.76 | — | — | |
| FWSAExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 0.633 | — | — | — | — | |
| GBMS2025.12 | 0.562 | — | 0.588 | — | — | |
| Cytometreeselection=best t in {0.05, 0.1, 0.2, 0.25}2026.04 | 0.5 | — | — | 10 | — | |
| LWk-meansExperiments per dataset=25, Selection criterion=Best ARI from best criterion output2025.08 | 0.474 | — | — | — | — | |
| HDBSCANN=178, D=13, D'=132025.10 | 0.42 | — | 0.54 | — | — | |
| Ch_NSLinkage function=Chamfer (Normalized Symmetric)2026.02 | 0.402 | — | 0.417 | — | — | |
| GMM2025.12 | 0.398 | — | 0.585 | — | — | |
| Ch_SLinkage function=Chamfer (Symmetric)2026.02 | 0.391 | — | 0.431 | — | — | |
| QSP2021.10 | 0.39 | 0.73 | 0.44 | — | — | |
| CompleteLinkage function=Complete2026.02 | 0.371 | — | 0.442 | — | — | |
| HSFC2025.12 | 0.371 | — | 0.429 | — | — | |
| Ward'sLinkage function=Ward's2026.02 | 0.368 | — | 0.428 | — | — | |
| SA2021.10 | 0.36 | 0.7 | 0.36 | — | — | |
| ChLinkage function=Chamfer2026.02 | 0.359 | — | 0.428 | — | — | |
| Ch_NLinkage function=Chamfer (Normalized)2026.02 | 0.359 | — | 0.428 | — | — | |
| AverageLinkage function=Average2026.02 | 0.352 | — | 0.428 | — | — | |
| CentroidLinkage function=Centroid2026.02 | 0.352 | — | 0.428 | — | — | |
| k-means2025.12 | 0.352 | — | 0.423 | — | — | |
| HDBScan2025.01 | 0.35 | — | 0.45 | 3 | — | |
| DBSCAN2025.12 | 0.329 | — | 0.419 | — | — | |
| FSF2021.10 | 0.31 | 0.62 | 0.38 | — | — | |
| HDB2021.10 | 0.3 | 0.54 | 0.42 | — | — | |
| SingleLinkage function=Single2026.02 | 0.3 | — | 0.417 | — | — | |
| Gridshift2025.12 | 0.216 | — | 0.354 | — | — | |
| QuickMeanShift2025.12 | 0.166 | — | 0.319 | — | — | |
| GMS2025.12 | 0.103 | — | 0.346 | — | — | |
| DPAcover rate=< 0.82021.10 | 0.05 | 0.38 | 0.15 | — | — | |
| OPTICS2025.01 | 0.04 | — | 0.2 | 5 | 0.2 | |
| GMMN=178, D=13, D'=132025.10 | — | — | — | — | 0.01 | |
| HDBSCANN=178, D=13, D'=132025.10 | — | — | — | — | 0 | |
| KMeansN=178, D=13, D'=132025.10 | — | — | — | — | 0.01 | |
| SpectralN=178, D=13, D'=132025.10 | — | — | — | — | 0.1 | |
| SPOREANNN=178, D=13, D'=132025.10 | — | — | — | — | 0.01 | |
| SPOREENNN=178, D=13, D'=132025.10 | — | — | — | — | 0.02 |