Supervised UMAP works well for classification but shows clear limitations in incorporating response information for regression tasks.
Accelerating t-sne using tree-based algorithms.Journal of Machine Learning Research, 15(1):3221–3245
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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.