A Framework for Dimensionality Reduction

A collection of dimensionality reduction techniques from R packages and provides a common interface for calling the methods.


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A Framework for Dimensionality Reduction for the R language.

A collection of dimensionality reduction techniques from R packages and provides a common interface for calling the methods.

Installing:

## install.packages("devtools")
devtools::install_github("gdkrmr/dimRed")

Install from CRAN

install.packages("dimRed")

Load it:

library(dimRed)

Install dependencies:

## To install all dependencies:
dimRed::installSuggests()

News

dimRed 0.0.3.9001

  • Fixed kPCA predict function and documentation typos (@topepo #2)

  • Added predict and inverse functions

  • Added a function to extract rotation matrices from PCA and FastICA

dimRed 0.0.3

  • First version on CRAN

Reference manual

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install.packages("dimRed")

0.1.0 by Guido Kraemer, a year ago


https://github.com/gdkrmr/dimRed


Browse source code at https://github.com/cran/dimRed


Authors: Guido Kraemer [aut, cre]


Documentation:   PDF Manual  


GPL-3 | file LICENSE license


Depends on methods, DRR

Suggests MASS, Matrix, RANN, RSpectra, Rtsne, coRanking, diffusionMap, energy, fastICA, ggplot2, graphics, igraph, kernlab, lle, loe, optimx, pcaPP, rgl, scales, scatterplot3d, stats, testthat, tidyr, vegan


Imported by recipes.


See at CRAN