What is the role of topology in modern dimensionality reduction?

Topology ensures structural relationships like connectivity and continuity are preserved.

Topological approaches in dimensionality reduction, such as UMAP and diffusion maps, model data as a topological space where relationships between points matter more than exact coordinates. These methods preserve continuity, connected components, and local neighborhood structure, enabling better representation of nonlinear manifolds.