entBWOptions {causalOT} | R Documentation |
Options for the Entropy Balancing Weights
Description
Options for the Entropy Balancing Weights
Usage
entBWOptions(delta = NULL, grid.length = 20L, nboot = 1000L, ...)
Arguments
delta |
A number or vector of tolerances for the balancing functions. Default is NULL which will use a grid search |
grid.length |
The number of values to try in the grid search |
nboot |
The number of bootstrap samples to run during the grid search. |
... |
Arguments passed on to lbfgsb3c() |
Value
A list of class entBWOptions
with slots
-
delta
Delta values to try -
grid.length
The number of parameters to try -
nboot
Number of bootstrap samples -
solver.options
A list of options passed to 'lbfgsb3c()
Function balancing
This method will balance functions of the covariates within some tolerance, \delta
. For these functions B
, we will desire
\frac{\sum_{i: Z_i = 0} w_i B(x_i) - \sum_{j: Z_j = 1} B(x_j)/n_1}{\sigma} \leq \delta
, where in this case we are targeting balance with the treatment group for the ATT. \sigma
is the pooled standard deviation prior to balancing.
Examples
opts <- entBWOptions(delta = 0.1)