Dimensionality Reduction on Watch (test)
0.0635Error EMulti-attribute UMAP (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| Multi-attribute UMAP (Ours)w1=1/4, w2=3/42026.06 | 0.0635 | |
| Multi-attribute t-SNE (Ours)w1=1/4, w2=3/42026.06 | 0.0946 | |
| Multi-attribute UMAP (Ours)w1=1/2, w2=1/22026.06 | 0.122 | |
| t-SNE (Joint)w1=1/4, w2=3/4, Formulation=Joint2026.06 | 0.1326 | |
| Multi-attribute t-SNE (Ours)w1=1/2, w2=1/22026.06 | 0.1366 | |
| t-SNE (N. joint)w1=1/4, w2=3/4, Formulation=N. joint2026.06 | 0.1393 | |
| Multi-attribute UMAP (Ours)w1=0, w2=12026.06 | 0.1595 | |
| UMAP (Joint)w1=0, w2=1, Formulation=Joint2026.06 | 0.1605 | |
| UMAP (N. joint)w1=0, w2=1, Formulation=N. joint2026.06 | 0.1607 | |
| Multi-attribute UMAP (Ours)w1=3/4, w2=1/42026.06 | 0.1744 | |
| Multi-attribute t-SNE (Ours)w1=3/4, w2=1/42026.06 | 0.2136 | |
| Multi-attribute t-SNE (Ours)w1=0, w2=12026.06 | 0.2249 | |
| t-SNE (Joint)w1=1/2, w2=1/2, Formulation=Joint2026.06 | 0.2311 | |
| t-SNE (N. joint)w1=1/2, w2=1/2, Formulation=N. joint2026.06 | 0.2438 | |
| t-SNE (Joint)w1=0, w2=1, Formulation=Joint2026.06 | 0.2465 | |
| t-SNE (N. joint)w1=0, w2=1, Formulation=N. joint2026.06 | 0.2667 | |
| Multi-attribute t-SNE (Ours)w1=1, w2=02026.06 | 0.2834 | |
| t-SNE (Joint)w1=1, w2=0, Formulation=Joint2026.06 | 0.2943 | |
| Multi-attribute UMAP (Ours)w1=1, w2=02026.06 | 0.3362 | |
| t-SNE (N. joint)w1=3/4, w2=1/4, Formulation=N. joint2026.06 | 0.3368 | |
| UMAP (N. joint)w1=1, w2=0, Formulation=N. joint2026.06 | 0.3393 | |
| UMAP (Joint)w1=1, w2=0, Formulation=Joint2026.06 | 0.3464 | |
| UMAP (Joint)w1=1/2, w2=1/2, Formulation=Joint2026.06 | 0.3482 | |
| UMAP (N. joint)w1=1/4, w2=3/4, Formulation=N. joint2026.06 | 0.351 | |
| t-SNE (Joint)w1=3/4, w2=1/4, Formulation=Joint2026.06 | 0.3548 | |
| UMAP (N. joint)w1=1/2, w2=1/2, Formulation=N. joint2026.06 | 0.3656 | |
| PCA (Joint)w1=1/2, w2=1/2, Formulation=Joint2026.06 | 0.4148 | |
| PCA (N. joint)w1=1/2, w2=1/2, Formulation=N. joint2026.06 | 0.4158 | |
| UMAP (N. joint)w1=3/4, w2=1/4, Formulation=N. joint2026.06 | 0.4395 | |
| t-SNE (N. joint)w1=1, w2=0, Formulation=N. joint2026.06 | 0.4486 | |
| UMAP (Joint)w1=1/4, w2=3/4, Formulation=Joint2026.06 | 0.4501 | |
| UMAP (Joint)w1=3/4, w2=1/4, Formulation=Joint2026.06 | 0.4502 | |
| PCA (Joint)w1=1/4, w2=3/4, Formulation=Joint2026.06 | 0.4992 | |
| PCA (N. joint)w1=1/4, w2=3/4, Formulation=N. joint2026.06 | 0.5009 | |
| PCA (Joint)w1=3/4, w2=1/4, Formulation=Joint2026.06 | 0.5803 | |
| PCA (N. joint)w1=3/4, w2=1/4, Formulation=N. joint2026.06 | 0.596 | |
| PCA (Joint)w1=0, w2=1, Formulation=Joint2026.06 | 0.8369 | |
| PCA (N. joint)w1=0, w2=1, Formulation=N. joint2026.06 | 0.8395 | |
| PCA (Joint)w1=1, w2=0, Formulation=Joint2026.06 | 0.8925 | |
| PCA (N. joint)w1=1, w2=0, Formulation=N. joint2026.06 | 0.9287 |