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) doi:10.48550/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.
- Version1.0.0
- R version≥ 2.10
- LicenseGPL (≥ 3)
- Needs compilation?No
- Last release05/25/2023
Documentation
Team
Jonathan Bartlett
Camila Olarte Parra
Erik van Zwet
Show author detailsRolesContributor
Insights
Last 30 days
Last 365 days
The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.
Data provided by CRAN
Binaries
Dependencies
- Imports1 package
- Suggests3 packages