CausalGPS-package: The 'CausalGPS' package.
In CausalGPS: Matching on Generalized Propensity Scores with Continuous Exposures
CausalGPS-package R Documentation
The 'CausalGPS' package.
Description
An R package for implementing matching and weighting on generalized
propensity scores with continuous exposures.
Details
We developed an innovative approach for estimating causal effects using
observational data in settings with continuous exposures, and introduce a new
framework for GPS caliper matching.
Author(s)
Naeem Khoshnevis
Xiao Wu
Danielle Braun
References
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.
Kennedy, E.H., Ma, Z., McHugh, M.D. and Small, D.S., 2017. Non-parametric
methods for doubly robust estimation of continuous treatment effects.
Journal of the Royal Statistical Society. Series B (Statistical Methodology),
79(4), pp.1229-1245.
CausalGPS documentation built on June 22, 2024, 9:31 a.m.
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| CausalGPS-package | R Documentation |
The 'CausalGPS' package.
Description
An R package for implementing matching and weighting on generalized propensity scores with continuous exposures.
Details
We developed an innovative approach for estimating causal effects using observational data in settings with continuous exposures, and introduce a new framework for GPS caliper matching.
Author(s)
Naeem Khoshnevis
Xiao Wu
Danielle Braun
References
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.
Kennedy, E.H., Ma, Z., McHugh, M.D. and Small, D.S., 2017. Non-parametric methods for doubly robust estimation of continuous treatment effects. Journal of the Royal Statistical Society. Series B (Statistical Methodology), 79(4), pp.1229-1245.
R Package Documentation
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We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
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