Embedding Quality Evaluation on emotion dataset
0.0451Angular Distortion Index (Class)AngleEmbedding
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| AngleEmbedding2026.05 | 0.0451 | 0.2457 | 0.9218 | 0.555 | 0.1982 | 1.1819 | 0.0098 | 0.0066 | |
| UMATO2026.05 | 0.0873 | 0.3747 | 0.9097 | 0.6173 | -0.0657 | 26.1606 | 0.0005 | 0.0006 | |
| PCA2026.05 | 0.0899 | 0.3182 | 0.8849 | 0.608 | -0.0943 | 8.4784 | 0.0004 | -0.0014 | |
| MDS2026.05 | 0.09 | 0.2196 | 0.8446 | 0.5616 | -0.0401 | 28.2855 | 0.0013 | -0.0008 | |
| TSNE2026.05 | 0.091 | 0.4207 | 0.8888 | 0.6934 | -0.0512 | 29.7072 | 0.1719 | 0.0025 | |
| UMAP2026.05 | 0.0921 | 0.3615 | 0.8944 | 0.6775 | -0.0811 | 12.8283 | 0.1406 | 0.003 | |
| PaCMap2026.05 | 0.0938 | 0.326 | 0.8785 | 0.6692 | -0.0813 | 14.1381 | 0.0899 | -0.0012 | |
| Random2026.05 | 0.0991 | 0.4872 | 0.8144 | 0.5179 | -0.0117 | 364.5658 | 0 | -0.0002 |