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 |