Deep Clustering on 20 Newsgroups (20NG)
0.287SCDCAM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DCAMselection_criterion=Best RRL while SC is within 10% of the best SC of the method2026.01 | 0.287 | 50 | — | — | — | — | |
| DCAMEncoder=EAE2026.01 | 0.199 | 50 | 0.229 | 0.0012 | 3.87 | — | |
| DCAMselection_criterion=Per-method best SC2026.01 | 0.197 | 10 | — | — | — | — | |
| DCAMAE Architecture=CAE2026.01 | 0.197 | 10 | 0.181 | 0.0009 | 4.21 | — | |
| Agglo.selection_criterion=Per-method best SC2026.01 | 0.114 | — | — | — | — | — | |
| Agglo.selection_criterion=Best RRL while SC is within 10% of the best SC of the method2026.01 | 0.114 | — | — | — | — | — | |
| EDCselection_criterion=Per-method best SC2026.01 | 0.101 | 10 | — | — | — | — | |
| EDCselection_criterion=Best RRL while SC is within 10% of the best SC of the method2026.01 | 0.099 | -25 | — | — | — | — | |
| EDCEncoder=CAE2026.01 | 0.066 | -25 | 0.018 | 0.0006 | 4.31 | — | |
| ClAMselection_criterion=Per-method best SC2026.01 | -0.008 | — | — | — | — | — | |
| ClAMselection_criterion=Best RRL while SC is within 10% of the best SC of the method2026.01 | -0.008 | — | — | — | — | — | |
| k-meansselection_criterion=Per-method best SC2026.01 | -0.021 | — | — | — | — | — | |
| k-meansselection_criterion=Best RRL while SC is within 10% of the best SC of the method2026.01 | -0.021 | — | — | — | — | — | |
| KmeansEncoder=NAE2026.01 | -0.021 | — | 0.155 | — | 4.03 | — | |
| ClAMEncoder=NAE2026.01 | -0.103 | — | 0.176 | — | 3.77 | — | |
| AggloEncoder=NAE2026.01 | -0.186 | — | 0.167 | — | 3.64 | — |