paper

The Information Geometry of UMAP

arXiv:2309.01237

Abstract

In this note we highlight some connections of UMAP to the basic principles of Information Geometry. Originally, UMAP was derived from Category Theory observations. However, we posit that it also has a natural geometric interpretation.

12 pages, 2 figures, 3 tables ; Github repo (https://github.com/sashakolpakov/info-geometry-umap) ; to appear in Le Matematiche

The Information Geometry of UMAP · wovepaper