CausalGPS: Matching on Generalized Propensity Scores with Continuous Exposures

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.

Version:	0.5.0
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
LinkingTo:	Rcpp
Suggests:	covr, knitr, rmarkdown, ranger, earth, testthat, gridExtra
Published:	2024-06-19
DOI:	10.32614/CRAN.package.CausalGPS
Author:	Naeem Khoshnevis [aut, cre] (Kempner), Xiao Wu [aut] (CUMC), Danielle Braun [aut] (HSPH)
Maintainer:	Naeem Khoshnevis <nkhoshnevis at g.harvard.edu>
BugReports:	https://github.com/NSAPH-Software/CausalGPS/issues
License:	GPL-3
Copyright:	Harvard University
URL:	https://github.com/NSAPH-Software/CausalGPS
NeedsCompilation:	yes
Language:	en-US
Citation:	CausalGPS citation info
Materials:	README NEWS
In views:	CausalInference
CRAN checks:	CausalGPS results

Documentation:

Reference manual:	CausalGPS.pdf
Vignettes:	CausalGPS contribution estimating_gps faq generating_pseudo_population generate_synthetic_data notes_on_sl_wrapper outcome_models Singularity-Image testing_the_package

Downloads:

Package source:	CausalGPS_0.5.0.tar.gz
Windows binaries:	r-devel: CausalGPS_0.5.0.zip, r-release: CausalGPS_0.5.0.zip, r-oldrel: CausalGPS_0.5.0.zip
macOS binaries:	r-release (arm64): CausalGPS_0.5.0.tgz, r-oldrel (arm64): CausalGPS_0.5.0.tgz, r-release (x86_64): CausalGPS_0.5.0.tgz, r-oldrel (x86_64): CausalGPS_0.5.0.tgz
Old sources:	CausalGPS archive

Linking:

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