polarisR: Non-Linear Dimensionality Reduction Visualization Tool

A 'shiny' application for visualizing high-dimensional data using non-linear dimensionality reduction (NLDR) techniques such as t-SNE and UMAP. It provides an interactive platform to explore high-dimensional datasets, diagnose the quality of the embeddings using the 'quollr' package, and compare different NLDR methods.

Version:	0.1.4
Depends:	R (≥ 4.1.0)
Imports:	bslib, crosstalk, detourr, dplyr, DT, FNN, future, ggplot2, magrittr, plotly, quollr, Rtsne, scales, shiny, stats, tools, tourr, umap, utils
Suggests:	knitr, rmarkdown, spelling, testthat (≥ 3.0.0)
Published:	2025-09-23
DOI:	10.32614/CRAN.package.polarisR
Author:	Divendra Yadav [aut, cre], Ursula Laa [aut], Jayani P. Gamage [aut], Eun-Kyung Lee [aut]
Maintainer:	Divendra Yadav <divendrasinghyadaviit at gmail.com>
BugReports:	https://github.com/Divendra2006/polarisR/issues
License:	MIT + file LICENSE
URL:	https://github.com/Divendra2006/polarisR, https://divendra2006.github.io/polarisR/
NeedsCompilation:	no
Language:	en-US
Materials:	README, NEWS
CRAN checks:	polarisR results

Documentation:

Reference manual:	polarisR.html , polarisR.pdf
Vignettes:	An Introduction to polarisR (source) polarisR: Tips, Requirements, and Support (source, R code)

Downloads:

Package source:	polarisR_0.1.4.tar.gz
Windows binaries:	r-devel: polarisR_0.1.4.zip, r-release: polarisR_0.1.4.zip, r-oldrel: polarisR_0.1.4.zip
macOS binaries:	r-release (arm64): polarisR_0.1.4.tgz, r-oldrel (arm64): polarisR_0.1.4.tgz, r-release (x86_64): polarisR_0.1.4.tgz, r-oldrel (x86_64): polarisR_0.1.4.tgz
Old sources:	polarisR archive

Linking:

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