UMAP: Uniform Manifold Approximation and Projection

Python Submitted 19 July 2018Published 02 September 2018

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Leland McInnes (0000-0003-2143-6834), John Healy, Nathaniel Saul, Lukas Großberger


McInnes et al., (2018). UMAP: Uniform Manifold Approximation and Projection. Journal of Open Source Software, 3(29), 861,

@article{McInnes2018, doi = {10.21105/joss.00861}, url = {}, year = {2018}, publisher = {The Open Journal}, volume = {3}, number = {29}, pages = {861}, author = {Leland McInnes and John Healy and Nathaniel Saul and Lukas Großberger}, title = {UMAP: Uniform Manifold Approximation and Projection}, journal = {Journal of Open Source Software} }
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manifold learning dimension reduction unsupervised learning

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