HDCATE.set_bw {hdcate} | R Documentation |
Set bandwidth
Description
Set user-defined bandwidth.
Usage
HDCATE.set_bw(model, bandwidth = "default")
Arguments
model |
an object created via HDCATE |
bandwidth |
the value of bandwidth |
Value
None.
Examples
# get simulation data
n_obs <- 500 # Num of observations
n_var <- 100 # Num of observed variables
n_rel_var <- 4 # Num of relevant variables
data <- HDCATE.get_sim_data(n_obs, n_var, n_rel_var)
# conditional expectation model is misspecified
x_formula <- paste(paste0('X', c(2:n_var)), collapse ='+')
# propensity score model is misspecified
# x_formula <- paste(paste0('X', c(1:(n_var-1))), collapse ='+')
# create a new HDCATE model
model <- HDCATE(data=data, y_name='Y', d_name='D', x_formula=x_formula)
# Set user-defined bandwidth, e.g., 0.15.
HDCATE.set_bw(model, 0.15)
[Package hdcate version 0.1.0 Index]