Package: gFormulaMI 1.0.1

gFormulaMI: G-Formula for Causal Inference via Multiple Imputation

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) <arxiv:2301.12026>. 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.

Authors:Jonathan Bartlett [aut, cre], Camila Olarte Parra [ctb], Erik van Zwet [ctb]

gFormulaMI_1.0.1.tar.gz
gFormulaMI_1.0.1.zip(r-4.5)gFormulaMI_1.0.1.zip(r-4.4)gFormulaMI_1.0.1.zip(r-4.3)
gFormulaMI_1.0.1.tgz(r-4.5-any)gFormulaMI_1.0.1.tgz(r-4.4-any)gFormulaMI_1.0.1.tgz(r-4.3-any)
gFormulaMI_1.0.1.tar.gz(r-4.5-noble)gFormulaMI_1.0.1.tar.gz(r-4.4-noble)
gFormulaMI_1.0.1.tgz(r-4.4-emscripten)gFormulaMI_1.0.1.tgz(r-4.3-emscripten)
gFormulaMI.pdf |gFormulaMI.html
gFormulaMI/json (API)

# Install 'gFormulaMI' in R:
install.packages('gFormulaMI', repos = c('https://jwb133.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/jwb133/gformulami/issues

Pkgdown site:https://jwb133.github.io

Datasets:

On CRAN:

4.54 score 7 stars 7 scripts 261 downloads 2 exports 63 dependencies

Last updated 1 years agofrom:82d8ca6c05. Checks:1 OK, 7 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 01 2025
R-4.5-winWARNINGFeb 01 2025
R-4.5-macWARNINGFeb 01 2025
R-4.5-linuxWARNINGFeb 01 2025
R-4.4-winWARNINGFeb 01 2025
R-4.4-macWARNINGFeb 01 2025
R-4.3-winWARNINGFeb 01 2025
R-4.3-macWARNINGFeb 01 2025

Exports:gFormulaImputesyntheticPool

Dependencies:backportsbitbit64bootbroomclicliprcodetoolscpp11crayondplyrfansiforcatsforeachgenericsglmnetgluehavenhmsiteratorsjomolatticelifecyclelme4magrittrMASSMatrixmiceminqamitmlnlmenloptrnnetnumDerivordinalpanpillarpkgconfigprettyunitsprogresspurrrR6rbibutilsRcppRcppEigenRdpackreadrreformulasrlangrpartshapestringistringrsurvivaltibbletidyrtidyselecttzdbucminfutf8vctrsvroomwithr

gFormulaMI - G-formula for Causal Inference via Multiple Imputation

Rendered fromgFormulaMI.Rmdusingknitr::rmarkdownon Feb 01 2025.

Last update: 2023-05-23
Started: 2023-01-31