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The cardinalR package provides acollection of functions to generate a large variety of structures in high dimensions.

Installation

You can install the released version of cardinalR from CRAN with:

install.packages("cardinalR") 

The development version from GitHub with:

# install.packages("devtools")
devtools::install_github("JayaniLakshika/cardinalR")

Example

head(mobius_clust_data, 5)
#> # A tibble: 5 × 4
#>       x1     x2      x3       x4
#>    <dbl>  <dbl>   <dbl>    <dbl>
#> 1  0.304  0.706 -0.152   0.0362 
#> 2  0.916  0.588  0.0260 -0.0436 
#> 3  0.178  1.20   0.185   0.00820
#> 4  0.740 -1.05  -0.148  -0.0462 
#> 5 -0.899  0.304 -0.307  -0.0387

You can find the high-dimensional view in here.

tSNE (t-distributed Stochastic Neighbor Embedding) and UMAP (Uniform Manifold Approximation and Projection) representations of mobius_clust_data are shown below.

A brief description of the plot or figure shown in the image

About the name

Collection of various high-dimensional data structures in R

This package is licensed under the MIT license.