Manifold Learning on Swiss roll uniform sampling
99.3Spearman Corr (row)Isomap / Shortest Path
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Isomap / Shortest PathProtocol=Shortest-path (SP)2026.07 | 99.3 | — | — | — | |
| HeatGeoProtocol=Shortest-path (SP)2026.07 | 96.2 | — | — | — | |
| DTNEProtocol=Shortest-path (SP)2026.07 | 95.8 | — | — | — | |
| UMAP2026.07 | 94.7 | 99.4 | 92.9 | 93.7 | |
| PHATEProtocol=Shortest-path (SP)2026.07 | 93.6 | — | — | — | |
| EntroPathProtocol=Shortest-path (SP)2026.07 | 93.5 | — | — | — | |
| Diffusion Maps2026.07 | 90.3 | 97.9 | 93.7 | 89.4 | |
| Laplacian Eigenmaps2026.07 | 89.3 | 97.4 | 93.8 | 88.3 | |
| EntroPath2026.07 | 87.9 | 96.1 | 94.7 | 86.9 | |
| EntroPathProtocol=Analytic (A)2026.07 | 87.7 | — | — | — | |
| DTNEProtocol=Analytic (A)2026.07 | 83.3 | — | — | — | |
| DTNE2026.07 | 82.9 | 95.1 | 95 | 81.5 | |
| Isomap / Shortest PathProtocol=Analytic (A)2026.07 | 82.9 | — | — | — | |
| Shortest Path2026.07 | 81 | 94.4 | 95.6 | 79.7 | |
| PHATEProtocol=Analytic (A)2026.07 | 80.6 | — | — | — | |
| PHATE2026.07 | 80.2 | 93.8 | 94.9 | 78.7 | |
| HeatGeoProtocol=Analytic (A)2026.07 | 79.1 | — | — | — | |
| Isomap2026.07 | 77.7 | 93.5 | 95.8 | 76 | |
| HeatGeo2026.07 | 76.9 | 93.8 | 95.3 | 75.1 | |
| EuclideanProtocol=Shortest-path (SP)2026.07 | 73.4 | — | — | — | |
| EuclideanProtocol=Analytic (A)2026.07 | 52.8 | — | — | — | |
| MDS2026.07 | 52 | 94.8 | 98.7 | 52.9 | |
| PCA2026.07 | 51.7 | 94.1 | 98.9 | 52.4 | |
| t-SNE2026.07 | 51 | 99.2 | 95.3 | 52.7 |