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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 |
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 |
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 |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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