GenSimData: Generate simulated data

In ellenxtan/ifedtree: Tree-based Federated Learning Approach for Personalized Effect Estimation and Prediction

Generate simulated data

Description

Generate simulated data

Usage

GenSimData(
  k,
  ni = 100,
  xdim = 5,
  xpdf = "norm",
  sd = sqrt(0.01),
  tau_fn = "X1*(X1>0) -4*(k%%2==0)+X1*(k%%2==0)",
  m_fn = "0"
)

Arguments

k	Site index.
ni	Sample size within a site.
xdim	Dimension of covariate 'X'.
xpdf	Distribution of covariate 'X'.
sd	Standard deviation of error term in simulating outcome.
tau_fn	Treatment effect function.
m_fn	Mean effect function.

Value

A simulated data set.

Examples

GenSimData(k=1)

ellenxtan/ifedtree documentation built on March 28, 2023, 9:09 a.m.