getStandardizedCovMeanDiffs: Get Standardized Covariate Mean Differences

In ivmodel: Statistical Inference and Sensitivity Analysis for Instrumental Variables Model

Get Standardized Covariate Mean Differences

Description

getStandardizedCovMeanDiffs returns the standardized covariate mean differences between two groups.

Usage

getStandardizedCovMeanDiffs(X, indicator)

Arguments

X	Covariate matrix (with units as rows and covariates as columns).
indicator	Binary indicator vector (must contain 1 or 0 for each unit). For example, could be a binary treatment or instrument.

Value

Standardized covariate mean differences between two groups.

Author(s)

Zach Branson and Luke Keele

References

Branson, Z. and Keele, L. (2020). Evaluating a Key Instrumental Variable Assumption Using Randomization Tests. American Journal of Epidemiology. To appear.

Examples

	#load the data
	data(icu.data)
	#the covariate matrix is
	X = as.matrix(subset(icu.data, select = -c(open_bin, icu_bed)))
	#standardized covariate mean differences across the treatment
	getStandardizedCovMeanDiffs(X = X, indicator = icu.data$icu_bed)
	#standardized covariate mean differences across the instrument
	getStandardizedCovMeanDiffs(X = X, indicator = icu.data$open_bin)

ivmodel documentation built on April 9, 2023, 5:08 p.m.