Dimensionality Reduction on pbmc3k benchmark leaderboard · SOTA2 Research

Dimensionality Reduction on pbmc3k

0.0295Angular Distortion IndexAngleEmbedding

Evaluation Results

Method	Links
AngleEmbedding2026.05		0.0295	0.2386	0.981	0.1553	0.2694	1.5773	54.48	0.2406
TSNE2026.05		0.0447	0.4182	0.9765	0.2554	0.2137	1.7323	56.35	0.3826
PCA2026.05		0.0475	0.6277	0.9852	0.2122	0.4254	1.5334	76.66	0.6693
PaCMap2026.05		0.0484	0.5559	0.9966	0.2808	0.5901	1.0174	83.61	0.8688
UMAP2026.05		0.0586	0.4147	0.924	0.1895	-0.062	4.064	0.57	-0.0046
UMATO2026.05		0.0672	0.6284	0.9128	0.2094	-0.011	5.6622	24.62	0.0204
MDS2026.05		0.0903	0.2143	0.7283	0.5331	0.0021	61.7257	4	0.0721
Random2026.05		0.1049	0.3805	0.7012	0.1589	-0.0883	50.07	0.1	0.0007