Supervised UMAP works well for classification but shows clear limitations in incorporating response information for regression tasks.
On lines and planes of closest fit to systems of points in space.Philosophical Magazine, 2(11):559–572, 1901
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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.