Supervised UMAP works well for classification but shows clear limitations in incorporating response information for regression tasks.
On dimension folding of matrix-or array-valued statistical objects.The Annals of Statistics, 38:1094–1121, 2010
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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.