Generate Perturbations Around a Point of Interest

Generate Perturbations Around a Point of Interest

Usage

generate_perturbations(
  data,
  poi,
  radius = 0.1,
  step = 0.01,
  predictors = names(poi)
)

Arguments

data

Training data frame

poi

a single row data.frame containing the point of interest

radius

Perturbation radius (default: 0.1)

step

Step size for perturbations (default: 0.01)

predictors

Character vector of predictor variable names

Value

A data frame of perturbed points. The output contains the following properties:

• Columns are predictors

• Number of rows are going to be dependent on radius and step

Examples

data <- data.frame(
  x = 1,
  y = 2
)
result <- generate_perturbations(
  data,
  poi = data[1,],
  radius = 0.1,
  step = 0.1,
  predictors = c("x", "y")
 )