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Distance matrix comparison on Swiss roll (test)

0.991Spearman Correlation (row)Isomap / Shortest Path
0.324360.497430.67050.84357Jul 7, 2026

Evaluation results

MethodLinks
Isomap / Shortest Path2026.070.991——0.992
HeatGeo2026.070.958——0.961
DTNE2026.070.95——0.949
EntroPath2026.070.935——0.933
PHATE2026.070.925——0.926
Euclidean2026.070.7——0.72
Diffusion Maps2026.070.35——0.477
Diffusion Map2023.05—0.4760.478—
HeatGeo2023.05—0.7020.7—
PHATE2023.05—0.4570.404—
Shortest Path2023.05—0.4970.558—