Matching v4.9-7
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Multivariate and Propensity Score Matching with Balance Optimization
Provides functions for multivariate and propensity score matching
and for finding optimal balance based on a genetic search algorithm.
A variety of univariate and multivariate metrics to
determine if balance has been obtained are also provided.
Readme
Matching: Multivariate and Propensity Score Matching Software for Causal Inference
Jasjeet S. Sekhon
Introduction
This website is for the distribution of "Matching" which is a R package for estimating causal effects by multivariate and propensity score matching. The package provides functions for multivariate and propensity score matching and for finding optimal balance based on a genetic search algorithm. A variety of univariate and multivariate tests to determine if balance has been obtained are also provided. These tests can also be used to determine if an experiment or quasi-experiment is balanced on baseline covariates.
For an introduction to the package with documentation and examples, please see "Multivariate and Propensity Score Matching Software with Automated Balance Optimization: The Matching package for R." Journal of Statistical Software, 42(7): 1-52. 2011.
How to install
A version is on CRAN. The latest development version can be installed directly from Github using devtools.
if (!require("devtools")) install.packages("devtools")
devtools::install_github("JasjeetSekhon/Matching")
The package contains compiled code, and you must have a development
environment to install the development version. (Use
devtools::has_devel()
to check whether you do.) If no development
environment exists, Windows users download and install
Rtools and macOS
users download and install
Xcode.
Functions in Matching
Name | Description | |
MatchBalance | Tests for Univariate and Multivariate Balance | |
ks.boot | Bootstrap Kolmogorov-Smirnov | |
qqstats | QQ Summary Statistics | |
Match | Multivariate and Propensity Score Matching Estimator for Causal Inference | |
summary.Match | Summarizing output from Match | |
Matchby | Grouped Multivariate and Propensity Score Matching | |
lalonde | Lalonde Dataset | |
GenMatch | Genetic Matching | |
summary.Matchby | Summarizing output from Matchby | |
balanceUV | Univariate Balance Tests | |
summary.ks.boot | Summarizing output from ks.boot | |
GerberGreenImai | Gerber and Green Dataset used by Imai | |
summary.balanceUV | Summarizing output from balanceUV | |
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Details
Date | 2020-02-05 |
License | GPL-3 |
URL | http://sekhon.berkeley.edu/matching |
NeedsCompilation | yes |
Packaged | 2020-02-05 23:38:07 UTC; user |
Repository | CRAN |
Date/Publication | 2020-02-06 12:30:02 UTC |
depends | graphics , grDevices , MASS (>= 7.2-1) , R (>= 2.6.0) , stats |
suggests | parallel , rbounds , rgenoud (>= 2.12) |
Contributors | Jasjeet Sekhon |
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