variance_threshold: Remove variables with near-zero variance.

In cytomining/cytominer: Methods for Image-Based Cell Profiling

Remove variables with near-zero variance.

Description

variance_threshold returns list of variables that have near-zero variance.

Usage

variance_threshold(variables, sample)

Arguments

variables	character vector specifying observation variables.
sample	tbl containing sample used to estimate parameters.

Details

variance_threshold is a reimplementation of caret::nearZeroVar, using the default values for freqCut and uniqueCut.

Value

character vector specifying observation variables to be excluded.

Examples

sample <- tibble::tibble(
  AreaShape_Area = c(10, 12, 15, 16, 8, 8, 7, 7, 13, 18),
  AreaShape_Euler = c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0)
)
variables <- c("AreaShape_Area", "AreaShape_Euler")
variance_threshold(variables, sample)

cytomining/cytominer documentation built on July 5, 2023, 3:34 a.m.