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MatchLinReg (version 0.8.1)
Combining Matching and Linear Regression for Causal Inference
Description
Core functions as well as diagnostic and calibration tools for combining matching and linear regression for causal inference in observational studies.
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Version
0.8.1
0.7.3
0.7.0
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Install
install.packages('MatchLinReg')
Monthly Downloads
189
Version
0.8.1
License
GPL (>= 2)
Maintainer
Alireza Mahani
Last Published
August 30th, 2022
Functions in MatchLinReg (0.8.1)
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mlr.bias.constructor
Generating the treatment effect bias constructor vector
mlr.combine.bias.variance
Combining bias and variance to produce total MSE for treatment effect
mlr.orthogonalize
Orthogonalization of vectors with repsect to a matrix
mlr.power
Power analysis for causal inference using linear regression
lalonde
Lalonde's National Supported Work Demonstration data
lindner
Lindner Center data on 996 PCI patients analyzed by Kereiakes et al. (2000)
mlr
Creating a series of matched data sets with different calibration parameters
mlr.bias
Treatment effect bias
mlr.match
Thin wrapper around
Match
function from
Matching
package
summary.mlr
Applying diagnostic and calibration functions to mlr objects
plot.summary.mlr
Plotting diagnostic and calibration objects resulting from call to
summary.mlr
mlr.generate.Z.o
Generating omitted covariates from included covariates
mlr.variance
Treatment effect variance
mlr.smd
Standardized mean difference