boot.matching: Matching package implementation for bootstrapping.

In jbryer/PSAboot: Bootstrapping for Propensity Score Analysis

Matching package implementation for bootstrapping.

Description

Matching package implementation for bootstrapping.

Usage

boot.matching(Tr, Y, X, X.trans, formu, estimand = "ATE", ...)

Arguments

Tr	vector indicating treatment assignment.
Y	vector of outcome.
X	matrix or data frame of covariates.
X.trans	a data frame of X with factors recoded. See cv.trans.psa
formu	the formula to use to estimate propensity scores. Note that the dependent varaible (i.e. treatment varaible) name will be updated using the Tr vector.
estimand	character string for estimand, either ATE, ATT, or ATC. See Match for more details.
...	other parameters passed to Match.

Value

a list with three elements:

summary

a named numeric vector (with at minimum estimate, ci.min, and ci.max but other values allowed)

balance

a named numeric vector with one element per covariate listed in X.trans representing a balance statistic (usually standardized effect size after adjustment)

details

an arbitrary object that contains the full results of the analysis

jbryer/PSAboot documentation built on Oct. 29, 2023, 10 a.m.