Distance matrix comparison on Swiss roll (test)
0.991Spearman Correlation (row)Isomap / Shortest Path
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Isomap / Shortest Path2026.07 | 0.991 | — | — | 0.992 | |
| HeatGeo2026.07 | 0.958 | — | — | 0.961 | |
| DTNE2026.07 | 0.95 | — | — | 0.949 | |
| EntroPath2026.07 | 0.935 | — | — | 0.933 | |
| PHATE2026.07 | 0.925 | — | — | 0.926 | |
| Euclidean2026.07 | 0.7 | — | — | 0.72 | |
| Diffusion Maps2026.07 | 0.35 | — | — | 0.477 | |
| Diffusion Map2023.05 | — | 0.476 | 0.478 | — | |
| HeatGeo2023.05 | — | 0.702 | 0.7 | — | |
| PHATE2023.05 | — | 0.457 | 0.404 | — | |
| Shortest Path2023.05 | — | 0.497 | 0.558 | — |