HDCATE.get_sim_data: Get simulation data

In hdcate: Estimation of Conditional Average Treatment Effects with High-Dimensional Data

Get simulation data

Description

Get simulation data

Usage

HDCATE.get_sim_data(
  n_obs = 500,
  n_var = 100,
  n_rel_var = 4,
  sig_strength_propensity = 0.5,
  sig_strength_outcome = 1,
  intercept = 10
)

Arguments

n_obs	Num of observations
n_var	Num of covariates
n_rel_var	Num of relevant variables, only the first n_rel_var covariates are actually present in the expectation function of potential outcome, and only the last n_rel_var covariates are present in the propensity score function.
sig_strength_propensity	signal strength in propensity score functions
sig_strength_outcome	signal strength in outcome functions
intercept	value of intercept in outcome functions

Value

a data.frame, which is the simulated observed data.

Examples

HDCATE.get_sim_data()
HDCATE.get_sim_data(n_obs=50, n_var=4, n_rel_var=2)

hdcate documentation built on Dec. 16, 2022, 5:19 p.m.