Other packages > Find by keyword >

mediationsens  

Simulation-Based Sensitivity Analysis for Causal Mediation Studies
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("mediationsens", "0.0.3")



Attach the package and use:
library("mediationsens")
Maintained by
Xu Qin
[Scholar Profile | Author Map]
First Published: 2020-05-27
Latest Update: 2020-06-14
Description:
Simulation-based sensitivity analysis for causal mediation studies. It numerically and graphically evaluates the sensitivity of causal mediation analysis results to the presence of unmeasured pretreatment confounding. The proposed method has primary advantages over existing methods. First, using an unmeasured pretreatment confounder conditional associations with the treatment, mediator, and outcome as sensitivity parameters, the method enables users to intuitively assess sensitivity in reference to prior knowledge about the strength of a potential unmeasured pretreatment confounder. Second, the method accurately reflects the influence of unmeasured pretreatment confounding on the efficiency of estimation of the causal effects. Third, the method can be implemented in different causal mediation analysis approaches, including regression-based, simulation-based, and propensity score-based methods. It is applicable to both randomized experiments and observational studies.
How to cite:
Xu Qin (2020). mediationsens: Simulation-Based Sensitivity Analysis for Causal Mediation Studies. R package version 0.0.3, https://cran.r-project.org/web/packages/mediationsens. Accessed 11 Apr. 2025.
Previous versions and publish date:
0.0.1 (2020-05-27 00:20), 0.0.2 (2020-06-14 19:40)
Other packages that cited mediationsens R package
View mediationsens citation profile
Other R packages that mediationsens depends, imports, suggests or enhances
Complete documentation for mediationsens
Functions, R codes and Examples using the mediationsens R package
Some associated functions: sens . sens.plot . 
Some associated R codes: mediationsens.R .  Full mediationsens package functions and examples
Downloads during the last 30 days
03/1203/1303/1403/1503/1603/1703/1803/1903/2003/2103/2203/2303/2403/2503/2603/2703/2803/3003/3104/0104/0204/0304/0404/0504/0604/0704/0804/0904/10Downloads for mediationsens02468101214TrendBars

Today's Hot Picks in Authors and Packages

GenAlgo  
Classes and Methods to Use Genetic Algorithms for Feature Selection
Defines classes and methods that can be used to implement genetic algorithms for feature selection. ...
Download / Learn more Package Citations See dependency  
extrafrail  
Estimation and Additional Tools for Alternative Shared Frailty Models
Provide estimation and data generation tools for some new multivariate frailty models. This version ...
Download / Learn more Package Citations See dependency  
Rwtss  
Client for Web Time-Series Service
Allows remote access to satellite image time series provided by the web time series service (WTSS) ...
Download / Learn more Package Citations See dependency  
multIntTestFunc  
Provides Test Functions for Multivariate Integration
Provides implementations of functions that can be used to test multivariate integration routines. T ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  

24,012

R Packages

207,311

Dependencies

64,867

Author Associations

24,013

Publication Badges

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