Dimensionality Reduction on matryoshka
0.013Class Angular Distortion IndexAngleEmbedding
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| AngleEmbedding2026.05 | 0.013 | 0.0033 | 99.61 | 67.25 | -0.3157 | 324.5935 | 30.64 | -0.0246 | |
| PCA2026.05 | 0.0153 | 0 | 99.84 | 62.5 | -0.3265 | 23,202,969,106.972 | 21.41 | -0.0106 | |
| MDS2026.05 | 0.0173 | 0.0053 | 99.63 | 66.76 | -0.3101 | 1,381.0927 | 31.03 | -0.0048 | |
| UMATO2026.05 | 0.021 | 0.0196 | 98.7 | 69.3 | -0.3149 | 986.9179 | 27.1 | 0.0839 | |
| TSNE2026.05 | 0.0637 | 0.1554 | 90.72 | 67.87 | 0.0809 | 47.2568 | 68.81 | 0.3135 | |
| UMAP2026.05 | 0.0867 | 0.5069 | 84.94 | 56.71 | 0.3523 | 48.5437 | 86.09 | 0.6771 | |
| PaCMap2026.05 | 0.0961 | 0.4222 | 83.66 | 56.63 | 0.631 | 0.4752 | 98.59 | 0.9954 | |
| Random2026.05 | 0.178 | 0.6041 | 88.39 | 35.72 | -0.0248 | 88.4908 | 0.07 | 0.0001 |