Clustering on REUTERS 10K
83.2ACCIDCL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IDCL2026.03 | 83.2 | 0.653 | |
| DeepDPM2026.03 | 83 | 0.61 | |
| DeepDPM2026.03 | 83 | 0.61 | |
| EDESC2026.03 | 82.5 | 0.611 | |
| EDESC2026.03 | 82.5 | 0.611 | |
| ADECCategory=Deep Clustering, Data Transform=Not supported in pretraining, Adversarially Constrained Interpolation=Not supported in pretraining2019.09 | 82.1 | 0.605 | |
| VaGAN-SMM2026.03 | 82 | 0.607 | |
| TDEC2026.03 | 81.7 | 0.623 | |
| DECCategory=Deep Clustering2019.09 | 81.4 | 0.598 | |
| LNSCC2026.03 | 81.2 | 0.605 | |
| VaDECategory=Deep Clustering2019.09 | 79.3 | 0.521 | |
| IDECCategory=Deep Clustering2019.09 | 79 | 0.55 | |
| ASPC-DA2026.03 | 77.1 | 0.632 | |
| DEKMUpdating Strategy=Full-batch2021.09 | 76.42 | 0.5999 | |
| DEKM2021.09 | 76.28 | 0.5906 | |
| IDECsource=original paper2021.09 | 75.64 | 0.4981 | |
| IDEC2026.03 | 75.6 | 0.498 | |
| IDEC2026.03 | 75.6 | 0.498 | |
| DEC2026.03 | 73.7 | 0.497 | |
| DEC2026.03 | 73.7 | 0.497 | |
| DECsource=original paper2021.09 | 72.17 | 0.5487 | |
| DCEC2021.09 | 72.17 | 0.5487 | |
| AE+K-meansPreprocessing=AE2021.09 | 70.52 | 0.4902 | |
| AE + k-meansCategory=Deep Clustering2019.09 | 69.5 | 0.475 | |
| LSNMFCategory=Classical2019.09 | 59.6 | 0.361 | |
| K-means2021.09 | 54.05 | 0.4191 | |
| PCA+K-meansPreprocessing=PCA2021.09 | 53.97 | 0.4135 | |
| ACCategory=Classical2019.09 | 52.6 | 0.365 | |
| k-meansCategory=Classical2019.09 | 52.2 | 0.313 | |
| RBF k-meansCategory=Spectral2019.09 | 49.9 | 0.288 | |
| Deepcluster2026.03 | 43.1 | — | |
| DCNCategory=Deep Clustering2019.09 | 42.2 | 0.109 | |
| GMMCategory=Classical2019.09 | 40.2 | 0.375 | |
| SSC-OMPCategory=Classical2019.09 | 40.2 | 0.008 | |
| SCCategory=Spectral2019.09 | 40.2 | 0.375 | |
| EnSCCategory=Classical2019.09 | 40.1 | 0.014 | |
| AE + FINCHCategory=Deep Clustering2019.09 | 24.1 | 0.414 |