Manifold Learning on Swiss Roll non-uniform sampling
1Spearman CorrelationIsomap / Shortest Path
Evaluation Results
| Method | Links | |
|---|---|---|
| Isomap / Shortest PathProtocol=Shortest-path (SP)2026.07 | 1 | |
| EuclideanProtocol=Shortest-path (SP)2026.07 | 0.977 | |
| Isomap / Shortest PathProtocol=Analytic (A)2026.07 | 0.934 | |
| EntroPathProtocol=Shortest-path (SP)2026.07 | 0.916 | |
| DTNEProtocol=Shortest-path (SP)2026.07 | 0.9 | |
| EuclideanProtocol=Analytic (A)2026.07 | 0.899 | |
| PHATEProtocol=Shortest-path (SP)2026.07 | 0.892 | |
| HeatGeoProtocol=Shortest-path (SP)2026.07 | 0.889 | |
| EntroPathProtocol=Analytic (A)2026.07 | 0.882 | |
| PHATEProtocol=Analytic (A)2026.07 | 0.816 | |
| DTNEProtocol=Analytic (A)2026.07 | 0.808 | |
| HeatGeoProtocol=Analytic (A)2026.07 | 0.796 |