Understanding and Improving UMAP with Geometric and Topological Priors: The JORC-UMAP Algorithm

Xiaobin Li, Run Zhang

Nonlinear dimensionality reduction techniques, particularly UMAP, are widely used for visualizing high-dimensional data. However, UMAP's local Euclidean distance assumption often f…