Manifold Embedding on Torus (Trustworthiness and Continuity)
99.9Spearman Correlation (row)Isomap / Shortest Path
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Isomap / Shortest Path2026.07 | 99.9 | — | — | 99.9 | |
| HeatGeo2026.07 | 98.7 | — | — | 98.4 | |
| DTNE2026.07 | 98.4 | — | — | 97.1 | |
| Euclidean2026.07 | 98.3 | — | — | 98.2 | |
| Isomap2026.07 | 98 | 97.5 | 99.2 | 97 | |
| Shortest Path2026.07 | 97.9 | 97.6 | 99.4 | 97.2 | |
| PCA2026.07 | 97.7 | 97.6 | 99.5 | 97.2 | |
| HeatGeo2026.07 | 97.6 | 97.5 | 99.1 | 96.3 | |
| EntroPath2026.07 | 97.6 | — | — | 96.8 | |
| MDS2026.07 | 97.5 | 97.6 | 99.4 | 97.1 | |
| EntroPath2026.07 | 97.4 | 97.6 | 99.1 | 96.4 | |
| DTNE2026.07 | 97.2 | 97.1 | 98.4 | 95.1 | |
| Diffusion Maps2026.07 | 96.3 | 95.9 | 97.7 | 93.7 | |
| Laplacian Eigenmaps2026.07 | 96.2 | 95.9 | 97.7 | 93.7 | |
| PHATE2026.07 | 96.1 | 95.5 | 97.6 | 93.5 | |
| PHATE2026.07 | 96 | — | — | 93.9 | |
| UMAP2026.07 | 93.4 | 99.3 | 97.9 | 92.8 | |
| t-SNE2026.07 | 93.3 | 99.5 | 98 | 93 | |
| Diffusion Maps2026.07 | 46.4 | — | — | 52.2 |