Manifold Learning on Sphere N=2,000, σ=0.05
99.6TrustworthinessUMAP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UMAP2026.07 | 99.6 | 96.3 | 0.679 | 0.686 | |
| t-SNE2026.07 | 99.5 | 96.6 | 0.682 | 0.692 | |
| EntroPath2026.07 | 90.4 | 97.7 | 0.762 | 0.761 | |
| Shortest Path2026.07 | 87.6 | 98 | 0.776 | 0.768 | |
| MDS2026.07 | 87.5 | 97.9 | 0.771 | 0.766 | |
| PHATE2026.07 | 86.1 | 98.1 | 0.766 | 0.757 | |
| HeatGeo2026.07 | 86 | 98.2 | 0.766 | 0.759 | |
| DTNE2026.07 | 86 | 97.9 | 0.768 | 0.759 | |
| Laplacian Eigenmaps2026.07 | 85.6 | 98.7 | 0.752 | 0.747 | |
| Diffusion Maps2026.07 | 85.2 | 98.8 | 0.753 | 0.748 | |
| PCA2026.07 | 84.8 | 98.8 | 0.755 | 0.751 | |
| Isomap2026.07 | 84.8 | 98.9 | 0.757 | 0.752 |