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Manifold Learning on Swiss Roll non-uniform sampling
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Spearman Correlation
Isomap / Shortest Path
0.78784
0.84292
0.898
0.95308
Jul 7, 2026
Spearman Correlation
Updated 17d ago
Evaluation Results
Method
Method
Links
Spearman Correlation
Isomap / Shortest Path
Protocol=Shortest-path...
2026.07
1
Euclidean
Protocol=Shortest-path...
2026.07
0.977
Isomap / Shortest Path
Protocol=Analytic (A)
2026.07
0.934
EntroPath
Protocol=Shortest-path...
2026.07
0.916
DTNE
Protocol=Shortest-path...
2026.07
0.9
Euclidean
Protocol=Analytic (A)
2026.07
0.899
PHATE
Protocol=Shortest-path...
2026.07
0.892
HeatGeo
Protocol=Shortest-path...
2026.07
0.889
EntroPath
Protocol=Analytic (A)
2026.07
0.882
PHATE
Protocol=Analytic (A)
2026.07
0.816
DTNE
Protocol=Analytic (A)
2026.07
0.808
HeatGeo
Protocol=Analytic (A)
2026.07
0.796
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