CausalGPS: Matching on Generalized Propensity Scores with ContinuousExposures
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] (AFFILIATION: Kempner), Xiao Wu [aut] (AFFILIATION: CUMC), Danielle Braun [aut] (AFFILIATION: 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[issues need fixing before 2025-12-22] |
Documentation:
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:
Please use the canonical formhttps://CRAN.R-project.org/package=CausalGPSto link to this page.