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ResearchFormerly WizWand

Distance-level row-wise correlation on Swiss roll Non-uniform sampling (Beta(1, 4)) analytic

1Spearman CorrelationIsomap / Shortest Path
0.382240.542620.7030.86338Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Isomap / Shortest PathProtocol=Shortest-path (SP)2026.0711
EuclideanProtocol=Shortest-path (SP)2026.070.9770.979
Isomap / Shortest PathEvaluation protocol=analytic geodesic ground truth2026.070.9340.919
Isomap / Shortest PathProtocol=Analytic (A)2026.070.9340.919
EntroPathProtocol=Shortest-path (SP)2026.070.9160.906
DTNEProtocol=Shortest-path (SP)2026.070.90.891
EuclideanEvaluation protocol=analytic geodesic ground truth2026.070.8990.885
EuclideanProtocol=Analytic (A)2026.070.8990.885
PHATEProtocol=Shortest-path (SP)2026.070.8920.893
HeatGeoProtocol=Shortest-path (SP)2026.070.8890.887
EntroPathEvaluation protocol=analytic geodesic ground truth2026.070.8820.854
EntroPathProtocol=Analytic (A)2026.070.8820.854
PHATEEvaluation protocol=analytic geodesic ground truth2026.070.8160.803
PHATEProtocol=Analytic (A)2026.070.8160.803
DTNEEvaluation protocol=analytic geodesic ground truth2026.070.8080.782
DTNEProtocol=Analytic (A)2026.070.8080.782
HeatGeoEvaluation protocol=analytic geodesic ground truth2026.070.7960.779
HeatGeoProtocol=Analytic (A)2026.070.7960.779
Diffusion MapsEvaluation protocol=analytic geodesic ground truth2026.070.4430.502
Diffusion MapsProtocol=Analytic (A)2026.070.4430.502
Diffusion MapsProtocol=Shortest-path (SP)2026.070.4060.444