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ResearchFormerly WizWand

Dimensionality Reduction on Watch (test)

0.0635Error EMulti-attribute UMAP (Ours)
0.0288920.2624960.49610.729704Jun 26, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Multi-attribute UMAP (Ours)w1=1/4, w2=3/42026.060.0635
Multi-attribute t-SNE (Ours)w1=1/4, w2=3/42026.060.0946
Multi-attribute UMAP (Ours)w1=1/2, w2=1/22026.060.122
t-SNE (Joint)w1=1/4, w2=3/4, Formulation=Joint2026.060.1326
Multi-attribute t-SNE (Ours)w1=1/2, w2=1/22026.060.1366
t-SNE (N. joint)w1=1/4, w2=3/4, Formulation=N. joint2026.060.1393
Multi-attribute UMAP (Ours)w1=0, w2=12026.060.1595
UMAP (Joint)w1=0, w2=1, Formulation=Joint2026.060.1605
UMAP (N. joint)w1=0, w2=1, Formulation=N. joint2026.060.1607
Multi-attribute UMAP (Ours)w1=3/4, w2=1/42026.060.1744
Multi-attribute t-SNE (Ours)w1=3/4, w2=1/42026.060.2136
Multi-attribute t-SNE (Ours)w1=0, w2=12026.060.2249
t-SNE (Joint)w1=1/2, w2=1/2, Formulation=Joint2026.060.2311
t-SNE (N. joint)w1=1/2, w2=1/2, Formulation=N. joint2026.060.2438
t-SNE (Joint)w1=0, w2=1, Formulation=Joint2026.060.2465
t-SNE (N. joint)w1=0, w2=1, Formulation=N. joint2026.060.2667
Multi-attribute t-SNE (Ours)w1=1, w2=02026.060.2834
t-SNE (Joint)w1=1, w2=0, Formulation=Joint2026.060.2943
Multi-attribute UMAP (Ours)w1=1, w2=02026.060.3362
t-SNE (N. joint)w1=3/4, w2=1/4, Formulation=N. joint2026.060.3368
UMAP (N. joint)w1=1, w2=0, Formulation=N. joint2026.060.3393
UMAP (Joint)w1=1, w2=0, Formulation=Joint2026.060.3464
UMAP (Joint)w1=1/2, w2=1/2, Formulation=Joint2026.060.3482
UMAP (N. joint)w1=1/4, w2=3/4, Formulation=N. joint2026.060.351
t-SNE (Joint)w1=3/4, w2=1/4, Formulation=Joint2026.060.3548
UMAP (N. joint)w1=1/2, w2=1/2, Formulation=N. joint2026.060.3656
PCA (Joint)w1=1/2, w2=1/2, Formulation=Joint2026.060.4148
PCA (N. joint)w1=1/2, w2=1/2, Formulation=N. joint2026.060.4158
UMAP (N. joint)w1=3/4, w2=1/4, Formulation=N. joint2026.060.4395
t-SNE (N. joint)w1=1, w2=0, Formulation=N. joint2026.060.4486
UMAP (Joint)w1=1/4, w2=3/4, Formulation=Joint2026.060.4501
UMAP (Joint)w1=3/4, w2=1/4, Formulation=Joint2026.060.4502
PCA (Joint)w1=1/4, w2=3/4, Formulation=Joint2026.060.4992
PCA (N. joint)w1=1/4, w2=3/4, Formulation=N. joint2026.060.5009
PCA (Joint)w1=3/4, w2=1/4, Formulation=Joint2026.060.5803
PCA (N. joint)w1=3/4, w2=1/4, Formulation=N. joint2026.060.596
PCA (Joint)w1=0, w2=1, Formulation=Joint2026.060.8369
PCA (N. joint)w1=0, w2=1, Formulation=N. joint2026.060.8395
PCA (Joint)w1=1, w2=0, Formulation=Joint2026.060.8925
PCA (N. joint)w1=1, w2=0, Formulation=N. joint2026.060.9287