CRAN/E | gFormulaMI

gFormulaMI

G-Formula for Causal Inference via Multiple Imputation

Installation

About

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.

jwb133.github.io/gFormulaMI/

Key Metrics

Version 1.0.0
R ≥ 2.10
Published 2023-05-25 330 days ago
Needs compilation? no
License GPL (≥ 3)
CRAN checks gFormulaMI results

Downloads

Yesterday 13 0%
Last 7 days 39 +11%
Last 30 days 171 +2%
Last 90 days 640 +42%
Last 365 days 1.861

Maintainer

Maintainer

Jonathan Bartlett

jonathan.bartlett1@lshtm.ac.uk

Authors

Jonathan Bartlett

aut / cre

Camila Olarte Parra

ctb

Erik van Zwet

ctb

Material

README
Reference manual
Package source

Vignettes

gFormulaMI

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-develnot available

x86_64

r-releasenot available

x86_64

r-oldrelnot available

x86_64

Depends

R ≥ 2.10

Imports

mice

Suggests

knitr
rmarkdown
testthat ≥ 3.0.0