Other packages > Find by keyword >

rmpw  

Causal Mediation Analysis Using Weighting Approach
View on CRAN: Click here


Download and install rmpw package within the R console
Install from CRAN:
install.packages("rmpw")

Install from Github:
library("remotes")
install_github("cran/rmpw")

Install by package version:
library("remotes")
install_version("rmpw", "0.0.6")



Attach the package and use:
library("rmpw")
Maintained by
Xu Qin
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-02-27
Latest Update: 2024-03-06
Description:
We implement causal mediation analysis using the methods proposed by Hong (2010) and Hong, Deutsch & Hill (2015) . It allows the estimation and hypothesis testing of causal mediation effects through ratio of mediator probability weights (RMPW). This strategy conveniently relaxes the assumption of no treatment-by-mediator interaction while greatly simplifying the outcome model specification without invoking strong distributional assumptions. We also implement a sensitivity analysis by extending the RMPW method to assess potential bias in the presence of omitted pretreatment or posttreatment covariates. The sensitivity analysis strategy was proposed by Hong, Qin, and Yang (2018) .
How to cite:
Xu Qin (2017). rmpw: Causal Mediation Analysis Using Weighting Approach. R package version 0.0.6, https://cran.r-project.org/web/packages/rmpw. Accessed 04 Jun. 2026.
Previous versions and publish date:
0.0.1 (2017-02-27 10:05), 0.0.2 (2017-12-21 22:16), 0.0.3 (2018-01-04 16:44), 0.0.4 (2018-07-18 15:40), 0.0.5 (2024-03-06 05:50)
Other packages that cited rmpw R package
View rmpw citation profile
Other R packages that rmpw depends, imports, suggests or enhances
Complete documentation for rmpw
Functions, R codes and Examples using the rmpw R package
Some associated functions: Riverside . rmpw . sensitivity . sensitivity.plot . 
Some associated R codes: rmpw.R .  Full rmpw package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

shinybusy  
Busy Indicators and Notifications for 'Shiny' Applications
Add indicators (spinner, progress bar, gif) in your 'shiny' applications to show the user that the ...
Download / Learn more Package Citations See dependency  
murphydiagram  
Murphy Diagrams for Forecast Comparisons
Data and code for the paper by Ehm, Gneiting, Jordan and Krueger ('Of Quantiles and Expectiles: Con ...
Download / Learn more Package Citations See dependency  
AMPLE  
Shiny Apps to Support Capacity Building on Harvest Control Rules
Three Shiny apps are provided that introduce Harvest Control Rules (HCR) for fisheries management. ...
Download / Learn more Package Citations See dependency  
golem  
A Framework for Robust Shiny Applications
An opinionated framework for building a production-ready 'Shiny' application. This package contains ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
phers  
Calculate Phenotype Risk Scores
Use phenotype risk scores based on linked clinical and genetic data to study Mendelian disease and ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA