A Comparative Study of UMAP and Other Dimensionality Reduction Methods

Guanzhe Zhang, Shanshan Ding, Zhezhen Jin

Uniform Manifold Approximation and Projection (UMAP) is a widely used manifold learning technique for dimensionality reduction. This paper studies UMAP, supervised UMAP, and severa…