Dimensionality Reduction on Cassin's
85.37AUC RNXPCA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PCATarget Dimension=642020.09 | 85.37 | — | |
| PCAOutput Dimension=642020.09 | 85.37 | 99.99 | |
| PCAOutput Dimension=642020.09 | 85.37 | 99.99 | |
| P. t-SNETarget Dimension=642020.09 | 62.8 | — | |
| P. t-SNEOutput Dimension=642020.09 | 62.8 | 99.9 | |
| Parametric t-SNEOutput Dimension=642020.09 | 62.8 | 99.9 | |
| AETarget Dimension=642020.09 | 53.35 | — | |
| AEOutput Dimension=642020.09 | 53.35 | 99.81 | |
| AEOutput Dimension=642020.09 | 53.35 | 99.81 | |
| IVISTarget Dimension=642020.09 | 47.07 | — | |
| IVISOutput Dimension=642020.09 | 47.07 | 99.49 | |
| IVISOutput Dimension=642020.09 | 47.07 | 99.49 | |
| t-SNETarget Dimension=22020.09 | 43.25 | — | |
| t-SNEOutput Dimension=22020.09 | 43.25 | 99.49 | |
| t-SNEOutput Dimension=22020.09 | 43.25 | 99.49 | |
| VAETarget Dimension=642020.09 | 42.72 | — | |
| VAEOutput Dimension=642020.09 | 42.72 | 99.49 | |
| VAEOutput Dimension=642020.09 | 42.72 | 99.49 | |
| PHATETarget Dimension=642020.09 | 37.88 | — | |
| PHATEOutput Dimension=642020.09 | 37.88 | 99.29 | |
| PHATEOutput Dimension=642020.09 | 37.88 | 99.29 | |
| UMAP/AETarget Dimension=642020.09 | 37.67 | — | |
| UMAP/AEOutput Dimension=642020.09 | 37.67 | 99.07 | |
| UMAP/AEOutput Dimension=642020.09 | 37.67 | 99.07 | |
| P. UMAPTarget Dimension=642020.09 | 37.34 | — | |
| Parametric UMAPOutput Dimension=642020.09 | 37.34 | 98.4 | |
| Parametric UMAPOutput Dimension=642020.09 | 37.34 | 98.4 | |
| UMAPTarget Dimension=642020.09 | 36.76 | — | |
| UMAPOutput Dimension=642020.09 | 36.76 | 98.31 | |
| UMAPOutput Dimension=642020.09 | 36.76 | 98.31 | |
| P. t-SNETarget Dimension=22020.09 | 34.05 | — | |
| P. t-SNEOutput Dimension=22020.09 | 34.05 | 98.67 | |
| Parametric t-SNEOutput Dimension=22020.09 | 34.05 | 98.67 | |
| UMAP/AETarget Dimension=22020.09 | 33.75 | — | |
| UMAP/AEOutput Dimension=22020.09 | 33.75 | 97.77 | |
| UMAP/AEOutput Dimension=22020.09 | 33.75 | 97.77 | |
| P. UMAPTarget Dimension=22020.09 | 32.88 | — | |
| Parametric UMAPOutput Dimension=22020.09 | 32.88 | 97.56 | |
| Parametric UMAPOutput Dimension=22020.09 | 32.88 | 97.56 | |
| SCVISTarget Dimension=22020.09 | 32.05 | — | |
| SCVISOutput Dimension=22020.09 | 32.05 | 96.93 | |
| SCVISOutput Dimension=22020.09 | 32.05 | 96.93 | |
| UMAPTarget Dimension=22020.09 | 31.9 | — | |
| UMAPOutput Dimension=22020.09 | 31.9 | 97.58 | |
| UMAPOutput Dimension=22020.09 | 31.9 | 97.58 | |
| IVISTarget Dimension=22020.09 | 27.19 | — | |
| IVISOutput Dimension=22020.09 | 27.19 | 95.08 | |
| IVISOutput Dimension=22020.09 | 27.19 | 95.08 | |
| PHATETarget Dimension=22020.09 | 25.63 | — | |
| PHATEOutput Dimension=22020.09 | 25.63 | 92.92 | |
| PHATEOutput Dimension=22020.09 | 25.63 | 92.92 | |
| VAETarget Dimension=22020.09 | 25.44 | — | |
| VAEOutput Dimension=22020.09 | 25.44 | 89.76 | |
| VAEOutput Dimension=22020.09 | 25.44 | 89.76 | |
| AETarget Dimension=22020.09 | 24.84 | — | |
| AEOutput Dimension=22020.09 | 24.84 | 94.88 | |
| AEOutput Dimension=22020.09 | 24.84 | 94.88 | |
| PCATarget Dimension=22020.09 | 18.48 | — | |
| PCAOutput Dimension=22020.09 | 18.48 | 83.8 | |
| PCAOutput Dimension=22020.09 | 18.48 | 83.8 | |
| SCVISTarget Dimension=642020.09 | -0.19 | — | |
| SCVISOutput Dimension=642020.09 | -0.19 | — | |
| SCVISOutput Dimension=642020.09 | -0.19 | — |