generate toy mixed datasets for the supplementary material: figures 1 to 3

generate toy mixed datasets for the supplementary material: figures 1 to 3

Usage

generate_dataset(
  n,
  porig,
  pn,
  pnnoise,
  pcnoise,
  sigma,
  qoptions,
  seed = NULL,
  mode = "per_variable"
)

Arguments

n

number of observations

porig

number of original informative continuous variables

pn

number of continuous variables (total, before adding noise variables)

pnnoise

number of extra numeric noise variables

pcnoise

number of extra categorical noise variables

sigma

sd for noise added to informative variables

qoptions

number of bins for categorization (vector if per_variable, scalar if shared)

seed

optional seed

mode

either "per_variable" or "shared"