Other packages > Find by keyword >

gFormulaMI  

G-Formula for Causal Inference via Multiple Imputation
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("gFormulaMI", "1.0.0")



Attach the package and use:
library("gFormulaMI")
Maintained by
Jonathan Bartlett
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-05-25
Latest Update: 2023-05-25
Description:
Implements the G-Formula method for causal inference with time-varying treatments and confounders using Bayesian multiple imputation methods, as described by Bartlett, Olarte Parra and Daniel (2023) . It creates multiple synthetic imputed datasets under treatment regimes of interest using the 'mice' package. These can then be analysed using rules developed for analysing multiple synthetic datasets.
How to cite:
Jonathan Bartlett (2023). gFormulaMI: G-Formula for Causal Inference via Multiple Imputation. R package version 1.0.0, https://cran.r-project.org/web/packages/gFormulaMI
Previous versions and publish date:
No previous versions
Other packages that cited gFormulaMI R package
View gFormulaMI citation profile
Other R packages that gFormulaMI depends, imports, suggests or enhances
Functions, R codes and Examples using the gFormulaMI R package
Some associated functions: gFormulaImpute . simDataFullyObs . syntheticPool . 
Some associated R codes: data.R . gFormulaImpute.R . syntheticPool.R .  Full gFormulaMI package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

mistral  
Methods in Structural Reliability
Various reliability analysis methods for rare event inference (computing failure probability and qua ...
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  
rdbnomics  
Download DBnomics Data
R access to hundreds of millions data series from DBnomics API (). ...
Download / Learn more Package Citations See dependency  
ftaproxim  
Fault Tree Analysis Based on Proxel Simulation
Calculation and plotting of instantaneous unavailabilities of basic events along with the top event ...
Download / Learn more Package Citations See dependency  
steepness  
Testing Steepness of Dominance Hierarchies
The steepness package computes steepness as a property of dominance hierarchies. Steepness is define ...
Download / Learn more Package Citations See dependency  
critpath  
Setting the Critical Path in Project Management
Solving the problem of project management using CPM (Critical Path Method), PERT (Program Evaluation ...
Download / Learn more Package Citations See dependency  

22,114

R Packages

188,080

Dependencies

55,244

Author Associations

22,115

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns