MatchingFrontier: Computation of the Balance - Sample Size Frontier in Matching Methods for Causal Inference

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Returns the subset of the data with the minimum imbalance for every possible subset size (N - 1, N - 2, ...), down to the data set with the minimum possible imbalance. Also includes tools for the estimation of causal effects for each subset size, functions for visualization and data export, and functions for calculating model dependence as proposed by Athey and Imbens.

Author
Gary King, Christopher Lucas, and Richard Nielsen
Date of publication
2015-03-31 22:07:59
Maintainer
Christopher Lucas <clucas@fas.harvard.edu>
License
GPL-3
Version
1.0.0
URLs

View on CRAN

Man pages

estimateEffects
Estimate Effects on the Frontier
generateDataset
Generate a data set that is on the balance - sample size...
lalonde
Modified Lalonde dataset
makeFrontier
Compute the balance - sample size frontier.
modelDependence
Compute the Athey-Imbens measure of sensitivity to model...
parallelPlot
Create a parallel plot for a specified point on the frontier.
plotEstimates
Plot estimates along the frontier.
plotFrontier
Plot the balance - sample size frontier.
plotMeans
Plot covariate means along the frontier.

Files in this package

MatchingFrontier
MatchingFrontier/inst
MatchingFrontier/inst/CITATION
MatchingFrontier/inst/NEWS.Rd
MatchingFrontier/inst/doc
MatchingFrontier/inst/doc/Using_MatchingFrontier.pdf
MatchingFrontier/inst/doc/Using_MatchingFrontier.R
MatchingFrontier/inst/doc/Using_MatchingFrontier.Rnw
MatchingFrontier/NAMESPACE
MatchingFrontier/data
MatchingFrontier/data/lalonde.RData
MatchingFrontier/R
MatchingFrontier/R/getCutpoint.R
MatchingFrontier/R/getL1Strata.R
MatchingFrontier/R/mahalDist.R
MatchingFrontier/R/print.MahalFSATTClass.R
MatchingFrontier/R/distToFrontier.R
MatchingFrontier/R/checkArgs.R
MatchingFrontier/R/stratify.R
MatchingFrontier/R/binsToFrontier.R
MatchingFrontier/R/L1FrontierSATT.R
MatchingFrontier/R/customStop.R
MatchingFrontier/R/print.L1SATTClass.R
MatchingFrontier/R/estimateEffects.R
MatchingFrontier/R/range01.R
MatchingFrontier/R/makeWeights.R
MatchingFrontier/R/getBins.R
MatchingFrontier/R/plotFrontier.R
MatchingFrontier/R/parallelPlot.R
MatchingFrontier/R/plotMeans.R
MatchingFrontier/R/generateDataset.R
MatchingFrontier/R/checkDat.R
MatchingFrontier/R/calculateMdist.R
MatchingFrontier/R/reduceVar.R
MatchingFrontier/R/trim.R
MatchingFrontier/R/modelDependence.R
MatchingFrontier/R/makeFrontier.R
MatchingFrontier/R/plotEstimates.R
MatchingFrontier/R/MahalFrontierFSATT.R
MatchingFrontier/R/nclass.ss.R
MatchingFrontier/R/zzz.R
MatchingFrontier/R/getCutpointList.R
MatchingFrontier/R/getMahalStrata.R
MatchingFrontier/vignettes
MatchingFrontier/vignettes/bibliography.bib
MatchingFrontier/vignettes/Using_MatchingFrontier.Rnw
MatchingFrontier/MD5
MatchingFrontier/build
MatchingFrontier/build/vignette.rds
MatchingFrontier/DESCRIPTION
MatchingFrontier/man
MatchingFrontier/man/estimateEffects.Rd
MatchingFrontier/man/makeFrontier.Rd
MatchingFrontier/man/lalonde.Rd
MatchingFrontier/man/parallelPlot.Rd
MatchingFrontier/man/modelDependence.Rd
MatchingFrontier/man/generateDataset.Rd
MatchingFrontier/man/plotEstimates.Rd
MatchingFrontier/man/plotFrontier.Rd
MatchingFrontier/man/plotMeans.Rd