Skip to contents

Generate Two Shifted Grid Clusters in High Dimensions

Source: R/odd_shapes.R
make_twogrid_shift.Rd

This function generates two grid-shaped clusters in a 2D space, where one grid is shifted relative to the other. Optionally, additional noise dimensions can be added to embed the structure in a higher-dimensional space.

Usage

make_twogrid_shift(n = c(500, 500))

Arguments

n

A numeric vector of length 2 specifying the number of points in each cluster. Default is c(500, 500).

Value

A tibble with n[1] + n[2] rows and 5 columns:

  • x1, x2, x3, x4: Numeric coordinates of the points.

  • cluster: Cluster membership label (factor with 2 levels).

Examples

# Generate 2 shifted grid clusters in 4-D
make_twogrid_shift <- make_twogrid_shift()
#> ✔ Data generation completed successfully!!!
#> ✔ Data generation completed successfully!!!
#> ✔ Multiple clusters generation completed successfully!!!
#> ✔ 2 noise dimensions have been generated successfully!!!