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ResearchFormerly WizWand

Distance-level row-wise correlation on Swiss roll Uniform sampling analytic geodesic ground truth

0.993Spearman CorrelationIsomap / Shortest Path
0.42620.573350.72050.86765Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Isomap / Shortest PathProtocol=Shortest-path (SP)2026.070.9930.994
HeatGeoProtocol=Shortest-path (SP)2026.070.9620.964
DTNEProtocol=Shortest-path (SP)2026.070.9580.954
PHATEProtocol=Shortest-path (SP)2026.070.9360.934
EntroPathProtocol=Shortest-path (SP)2026.070.9350.931
EntroPathEvaluation protocol=analytic geodesic ground truth2026.070.8770.864
EntroPathProtocol=Analytic (A)2026.070.8770.864
DTNEEvaluation protocol=analytic geodesic ground truth2026.070.8330.823
DTNEProtocol=Analytic (A)2026.070.8330.823
Isomap / Shortest PathEvaluation protocol=analytic geodesic ground truth2026.070.8290.827
Isomap / Shortest PathProtocol=Analytic (A)2026.070.8290.827
PHATEEvaluation protocol=analytic geodesic ground truth2026.070.8060.804
PHATEProtocol=Analytic (A)2026.070.8060.804
HeatGeoEvaluation protocol=analytic geodesic ground truth2026.070.7910.786
HeatGeoProtocol=Analytic (A)2026.070.7910.786
EuclideanProtocol=Shortest-path (SP)2026.070.7340.756
EuclideanEvaluation protocol=analytic geodesic ground truth2026.070.5280.537
EuclideanProtocol=Analytic (A)2026.070.5280.537
Diffusion MapsEvaluation protocol=analytic geodesic ground truth2026.070.4990.537
Diffusion MapsProtocol=Analytic (A)2026.070.4990.537
Diffusion MapsProtocol=Shortest-path (SP)2026.070.4480.541