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umap: Uniform Manifold Approximation and Projection

Uniform manifold approximation and projection is a technique for dimension reduction. The algorithm was described by McInnes and Healy (2018) in <doi:10.48550/arXiv.1802.03426>. This package provides an interface for two implementations. One is written from scratch, including components for nearest-neighbor search and for embedding. The second implementation is a wrapper for 'python' package 'umap-learn' (requires separate installation, see vignette for more details).

Version: 0.2.10.0
Depends: R (≥ 3.6.0)
Imports: Matrix, methods, openssl, reticulate, Rcpp (≥ 0.12.6), RSpectra, stats
LinkingTo: Rcpp
Suggests: knitr, rmarkdown, testthat
Published: 2023-02-01
DOI: 10.32614/CRAN.package.umap
Author: Tomasz Konopka [aut, cre]
Maintainer: Tomasz Konopka <tokonopka at gmail.com>
BugReports: https://github.com/tkonopka/umap/issues
License: MIT + file LICENSE
URL: https://github.com/tkonopka/umap
NeedsCompilation: yes
CRAN checks: umap results

Documentation:

Reference manual: umap.pdf
Vignettes: Uniform Manifold Approximation and Projection in R
Interfacing with 'umap-learn'

Downloads:

Package source: umap_0.2.10.0.tar.gz
Windows binaries: r-devel: umap_0.2.10.0.zip, r-release: umap_0.2.10.0.zip, r-oldrel: umap_0.2.10.0.zip
macOS binaries: r-release (arm64): umap_0.2.10.0.tgz, r-oldrel (arm64): umap_0.2.10.0.tgz, r-release (x86_64): umap_0.2.10.0.tgz, r-oldrel (x86_64): umap_0.2.10.0.tgz
Old sources: umap archive

Reverse dependencies:

Reverse depends: KODAMA
Reverse imports: animalcules, CelliD, chameleon, ChromSCape, COTAN, EmbedSOM, FateID, GEOexplorer, ggpca, HIPPO, HVT, ILoReg, InterCellar, jrSiCKLSNMF, karyotapR, M3C, MatrixQCvis, Mercator, musclesyneRgies, nevada, PhyloProfile, PIUMA, projectR, RaceID, RCSL, regioneReloaded, rrvgo, RSDA, scDataviz, scDesign3, sRACIPE, SuperCell, theftdlc, tomoda
Reverse suggests: cola, crosshap, dimRed, HDCytoData, NGCHM, OlinkAnalyze, OTclust, pctax, Platypus, ProjectionBasedClustering, qeML, quollr, scPipe, seriation, SPIAT, UCSCXenaShiny

Linking:

Please use the canonical form https://CRAN.R-project.org/package=umap to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.