ScaleMAP: Preserving Local Density and Neighborhood Structure in Low-Dimensional Embeddings

Rajas Poorna, Marcus T. Cicerone

Nonlinear dimensionality-reduction methods such as UMAP and PaCMAP adaptively normalize local distances during graph construction, erasing neighborhood scale from the data. This di…