CRAN/E | uwot

uwot

The Uniform Manifold Approximation and Projection (UMAP) Method for Dimensionality Reduction

Installation

About

An implementation of the Uniform Manifold Approximation and Projection dimensionality reduction by McInnes et al. (2018) doi:10.48550/arXiv.1802.03426. It also provides means to transform new data and to carry out supervised dimensionality reduction. An implementation of the related LargeVis method of Tang et al. (2016) doi:10.48550/arXiv.1602.00370 is also provided. This is a complete re-implementation in R (and C++, via the 'Rcpp' package): no Python installation is required. See the uwot website () for more documentation and examples.

github.com/jlmelville/uwot
jlmelville.github.io/uwot/
Bug report File report

Key Metrics

Version 0.2.2
Published 2024-04-21 4 days ago
Needs compilation? yes
License GPL (≥ 3)
CRAN checks uwot results

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Maintainer

Maintainer

James Melville

jlmelville@gmail.com

Authors

James Melville

aut / cre / cph

Aaron Lun

ctb

Mohamed Nadhir Djekidel

ctb

Yuhan Hao

ctb

Dirk Eddelbuettel

ctb

Material

NEWS
Reference manual
Package source

Vignettes

uwot

macOS

r-prerel

arm64

r-release

arm64

r-oldrel

arm64

r-prerel

x86_64

r-release

x86_64

Windows

r-prerel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

uwot archive

Depends

Matrix

Imports

FNN
irlba
methods
Rcpp
RcppAnnoy ≥ 0.0.17
RSpectra

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