Stability for UMAP
Abstract
This paper displays the Healy-McInnes UMAP construction as an iterated pushout of Vietoris-Rips objects associated to extended pseudo metric spaces (ep-metric spaces) defined by choices of neighbourhoods of the elements of a finite set . An inclusion in another finite set defines a map of UMAP systems in the presence of a compatible system of neighbourhoods for . There is also an induced map of ep-metric spaces , where and are colimits (global averages) of the metrics defined by the neighbourhood systems for and . We prove a stablity result for the restriction of this ep-metric space map to global components. This stability result translates, via excision for path components, to a stability result for global components of the UMAP systems.
Keywords
Cite
@article{arxiv.2011.13430,
title = {Stability for UMAP},
author = {J. F. Jardine},
journal= {arXiv preprint arXiv:2011.13430},
year = {2020}
}
Comments
13 pages