Dimensionality Reduction on Retina (Trustworthiness score and AUC R_NX score)
1.0001AUC R_NX ScorePCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PCAOutput Dimension=642020.09 | 1.0001 | 1 | |
| PCAOutput Dimension=642020.09 | 1.0001 | 1 | |
| P. t-SNEOutput Dimension=642020.09 | 0.535 | 0.9918 | |
| Parametric t-SNEOutput Dimension=642020.09 | 0.535 | 0.9918 | |
| AEOutput Dimension=642020.09 | 0.4565 | 0.9921 | |
| AEOutput Dimension=642020.09 | 0.4565 | 0.9921 | |
| t-SNEOutput Dimension=22020.09 | 0.3636 | 0.9702 | |
| t-SNEOutput Dimension=22020.09 | 0.3636 | 0.9702 | |
| UMAPOutput Dimension=642020.09 | 0.3552 | 0.9708 | |
| UMAPOutput Dimension=642020.09 | 0.3552 | 0.9708 | |
| Parametric UMAPOutput Dimension=642020.09 | 0.3273 | 0.9628 | |
| Parametric UMAPOutput Dimension=642020.09 | 0.3273 | 0.9628 | |
| PHATEOutput Dimension=642020.09 | 0.313 | 0.962 | |
| PHATEOutput Dimension=642020.09 | 0.313 | 0.962 | |
| UMAPOutput Dimension=22020.09 | 0.3026 | 0.9494 | |
| UMAPOutput Dimension=22020.09 | 0.3026 | 0.9494 | |
| UMAP/AEOutput Dimension=642020.09 | 0.2987 | 0.9542 | |
| UMAP/AEOutput Dimension=642020.09 | 0.2987 | 0.9542 | |
| P. t-SNEOutput Dimension=22020.09 | 0.2985 | 0.9463 | |
| Parametric t-SNEOutput Dimension=22020.09 | 0.2985 | 0.9463 | |
| Parametric UMAPOutput Dimension=22020.09 | 0.2925 | 0.9435 | |
| Parametric UMAPOutput Dimension=22020.09 | 0.2925 | 0.9435 | |
| VAEOutput Dimension=642020.09 | 0.2775 | 0.9342 | |
| VAEOutput Dimension=642020.09 | 0.2775 | 0.9342 | |
| UMAP/AEOutput Dimension=22020.09 | 0.259 | 0.9173 | |
| UMAP/AEOutput Dimension=22020.09 | 0.259 | 0.9173 | |
| IVISOutput Dimension=642020.09 | 0.2428 | 0.9126 | |
| IVISOutput Dimension=642020.09 | 0.2428 | 0.9126 | |
| PHATEOutput Dimension=22020.09 | 0.2381 | 0.8871 | |
| PHATEOutput Dimension=22020.09 | 0.2381 | 0.8871 | |
| AEOutput Dimension=22020.09 | 0.2028 | 0.8063 | |
| AEOutput Dimension=22020.09 | 0.2028 | 0.8063 | |
| IVISOutput Dimension=22020.09 | 0.1978 | 0.8141 | |
| IVISOutput Dimension=22020.09 | 0.1978 | 0.8141 | |
| SCVISOutput Dimension=22020.09 | 0.1745 | 0.7592 | |
| SCVISOutput Dimension=22020.09 | 0.1745 | 0.7592 | |
| VAEOutput Dimension=22020.09 | 0.1704 | 0.7533 | |
| VAEOutput Dimension=22020.09 | 0.1704 | 0.7533 | |
| PCAOutput Dimension=22020.09 | 0.1604 | 0.7445 | |
| PCAOutput Dimension=22020.09 | 0.1604 | 0.7445 | |
| SCVISOutput Dimension=642020.09 | -0.0002 | — | |
| SCVISOutput Dimension=642020.09 | -0.0002 | — |