Supervised UMAP works well for classification but shows clear limitations in incorporating response information for regression tasks.
On almost linearity of low dimensional projections from high dimensional data.The Annals of Statistics, 21(2):867–889
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
A Comparative Study of UMAP and Other Dimensionality Reduction Methods
Supervised UMAP works well for classification but shows clear limitations in incorporating response information for regression tasks.