generate_linear_dataset: Generate a random binary dataset for classification

In stagedtrees: Staged Event Trees

Generate a random binary dataset for classification

Description

Randomly generate a simple classification problem.

Usage

generate_linear_dataset(
  p,
  n,
  eps = 1.2,
  gamma = runif(1, min = -p, max = p),
  alpha = runif(p, min = -p, max = p)
)

Arguments

p	number of variables.
n	number of observations.
eps	noise.
gamma	numeric.
alpha	numeric vector of length n.

Value

A data.frame with n independent random variables and one class variable C computed as sign(sum(x * alpha) + runif(1, -eps, eps) + gamma).

Examples

DD <- generate_linear_dataset(p = 5, n = 1000)

stagedtrees documentation built on May 29, 2024, 12:33 p.m.