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dimRed  

A Framework for Dimensionality Reduction
View on CRAN: Click here


Download and install dimRed package within the R console
Install from CRAN:
install.packages("dimRed")

Install from Github:
library("remotes")
install_github("cran/dimRed")

Install by package version:
library("remotes")
install_version("dimRed", "0.2.7")



Attach the package and use:
library("dimRed")
Maintained by
Guido Kraemer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-01-19
Latest Update: 2025-04-23
Description:
A collection of dimensionality reduction techniques from R packages and a common interface for calling the methods.
How to cite:
Guido Kraemer (2017). dimRed: A Framework for Dimensionality Reduction. R package version 0.2.7, https://cran.r-project.org/web/packages/dimRed. Accessed 20 Sep. 2026.
Previous versions and publish date:
(2026-07-09 07:32), 0.0.3 (2017-01-19 15:15), 0.1.0 (2017-05-04 17:37), 0.2.0 (2018-11-08 16:40), 0.2.1 (2018-11-09 20:14), 0.2.2 (2018-11-13 18:50), 0.2.3 (2019-05-08 10:10), 0.2.4 (2021-12-06 11:50), 0.2.5 (2022-03-10 23:20), 0.2.6 (2022-07-11 14:40)
Other packages that cited dimRed R package
View dimRed citation profile
Other R packages that dimRed depends, imports, suggests or enhances
Complete documentation for dimRed
Functions, R codes and Examples using the dimRed R package
Some associated functions: AUC_lnK_R_NX-dimRedResult-method . AutoEncoder-class . DRR-class . DiffusionMaps-class . DrL-class . FastICA-class . FruchtermanReingold-class . HLLE-class . Isomap-class . KamadaKawai-class . LCMC-dimRedResult-method . LaplacianEigenmaps-class . MDS-class . NNMF-class . PCA-class . PCA_L1-class . Q_NX-dimRedResult-method . Q_global-dimRedResult-method . Q_local-dimRedResult-method . R_NX-dimRedResult-method . UMAP-class . as.data.frame . as.dimRedData . cophenetic_correlation-dimRedResult-method . dataSets . dimRed-package . dimRedData-class . dimRedMethod-class . dimRedMethodList . dimRedResult-class . distance_correlation-dimRedResult-method . embed . getData . getDimRedData . getMeta . getNDim . getOrgData . getOtherData . getPars . getRotationMatrix . installSuggests . kPCA-class . makeKNNgraph . maximize_correlation-dimRedResult-method . mean_R_NX-dimRedResult-method . mixColorRamps . nMDS-class . ndims . plot . plot_R_NX . print . quality . reconstruction_error-dimRedResult-method . reconstruction_rmse-dimRedResult-method . tSNE-class . total_correlation-dimRedResult-method . 
Some associated R codes: autoencoder.R . dataSets.R . diffmap.R . dimRed.R . dimRedData-class.R . dimRedMethod-class.R . dimRedResult-class.R . drr.R . embed.R . fastica.R . get_info.R . graph_embed.R . hlle.R . isomap.R . kpca.R . l1pca.R . leim.R . lle.R . loe.R . mds.R . misc.R . mixColorSpaces.R . nmds.R . nnmf.R . pca.R . plot.R . quality.R . rotate.R . soe.R . tsne.R . umap.R .  Full dimRed package functions and examples
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