CRAN/E | CausalGPS

CausalGPS

Matching on Generalized Propensity Scores with Continuous Exposures

Installation

About

Provides a framework for estimating causal effects of a continuous exposure using observational data, and implementing matching and weighting on the generalized propensity score. Wu, X., Mealli, F., Kioumourtzoglou, M.A., Dominici, F. and Braun, D., 2022. Matching on generalized propensity scores with continuous exposures. Journal of the American Statistical Association, pp.1-29.

Citation CausalGPS citation info
github.com/NSAPH-Software/CausalGPS
Copyright Harvard University
Bug report File report

Key Metrics

Version 0.4.2
R ≥ 3.5.0
Published 2024-04-13 6 days ago
Needs compilation? yes
License GPL-3
CRAN checks CausalGPS results
Language en-US

Downloads

Yesterday 17
Last 7 days 123 +29%
Last 30 days 462 +4%
Last 90 days 1.545 +15%
Last 365 days 5.874 +20%

Maintainer

Maintainer

Naeem Khoshnevis

nkhoshnevis@g.harvard.edu

Authors

Naeem Khoshnevis

aut / cre

(HUIT)

Xiao Wu

aut

(CUMC)

Danielle Braun

aut

(HSPH)

Material

README
NEWS
Reference manual
Package source

In Views

CausalInference

Vignettes

CausalGPS
contribution
estimating_gps
faq
generating_pseudo_population
generate_synthetic_data
notes_on_sl_wrapper
outcome_models
Singularity-Image
testing_the_package

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

CausalGPS archive

Depends

R ≥ 3.5.0

Imports

parallel
data.table
SuperLearner
xgboost
gam
MASS
polycor
wCorr
stats
ggplot2
rlang
logger
Rcpp
gnm
locpol
Ecume
KernSmooth
cowplot

Suggests

covr
knitr
rmarkdown
ranger
earth
testthat
gridExtra

LinkingTo

Rcpp