Dimensionality Reduction on rings dataset benchmark leaderboard · SOTA2 Research

Dimensionality Reduction on rings dataset

0.0012Angular Distortion IndexAngleEmbedding

Evaluation Results

Method	Links
AngleEmbedding2026.05		0.0012	0.0013	0.9994	0.5725	0.0768	1.2882	0.0074	0.0002
MDS2026.05		0.0037	0.0004	0.9998	0.6321	0.0723	1.1725	0.0095	0.0003
PCA2026.05		0.004	0	1	0.6009	0.1093	0.9086	0	0
UMATO2026.05		0.0048	0.0062	0.9893	0.4723	0.3767	0.7933	0.5924	0.0638
UMAP2026.05		0.0061	0.4547	0.9883	0.3895	0.6779	0.4771	1	1
TSNE2026.05		0.0063	0.3741	0.9883	0.388	0.6634	0.4835	1	1
PaCMap2026.05		0.0066	0.3086	0.9883	0.4088	0.6674	0.4791	1	1
Random2026.05		0.1753	0.6682	0.7124	0.2469	-0.0568	83.7668	0.0024	0