Key points are not available for this paper at this time.
Uniform Manifold Approximation and Projection (UMAP) is a dimension reduction technique that can be used for visualisation similarly to t-SNE, but also for general non-linear dimension reduction. UMAP has a rigorous mathematical foundation, but is simple to use, with a scikit-learn compatible API. UMAP is among the fastest manifold learning implementations available -significantly faster than most t-SNE implementations.
Building similarity graph...
Analyzing shared references across papers
Loading...
Leland McInnes
John Healy
Nathaniel Saul
The Journal of Open Source Software
Radboud University Nijmegen
Washington State University
Ernst Strüngmann Institute for Neuroscience
Building similarity graph...
Analyzing shared references across papers
Loading...
McInnes et al. (Sun,) studied this question.
www.synapsesocial.com/papers/69c26b53c51f87703be84225 — DOI: https://doi.org/10.21105/joss.00861