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Manifold Learning on Dense tree (B=20, l=100, R^100, sigma=4.0)

0.989Trustworthiness

UMAP

Updated 17d ago

Evaluation Results

Method	Links
UMAP 2026.07		0.989	0.972	0.606	0.618	0.48
t-SNE 2026.07		0.989	0.975	0.628	0.669	0.468
HeatGeo 2026.07		0.953	0.973	0.74	0.757	0.191
Diffusion Maps 2026.07		0.893	0.962	0.701	0.682	0.074
Laplacian Eigenmaps 2026.07		0.892	0.962	0.697	0.674	0.061
EntroPath 2026.07		0.879	0.953	0.785	0.787	0.019
DTNE 2026.07		0.872	0.962	0.829	0.827	-0.006
Shortest Path 2026.07		0.843	0.879	0.751	0.746	-0.035
Isomap 2026.07		0.82	0.943	0.711	0.723	-0.021
MDS 2026.07		0.812	0.856	0.65	0.647	-0.071
PCA 2026.07		0.807	0.926	0.621	0.642	-0.02
PHATE 2026.07		0.779	0.916	0.349	0.405	-0.106