Clustering with UMAP: Why and How Connectivity Matters

Ayush Dalmia, Suzanna Sia

Topology based dimensionality reduction methods such as t-SNE and UMAP have seen increasing success and popularity in high-dimensional data. These methods have strong mathematical…