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Reference based multiple imputation R package

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Reference Based Multiple Imputation (rbmi)

Overview

rbmi is an R package for performing reference based multiple imputation. The package provides implementations for common, patient-specific imputation strategies whilst allowing the user to select between various standard Bayesian and frequentist approaches.

Installation

The package can be installed directly from GitHub via:

devtools::install_github("insightsengineering/rbmi")

Usage

The package is designed around its 4 core functions:

  • draws() - Fits multiple imputation models
  • impute() - Imputes multiple datasets
  • analyse() - Analyses multiple datasets
  • pool() - Pools multiple results into a single statistic

Full details including a walkthrough can be found in the quickstart vignette:

vignette(topic= "quickstart", package = "rbmi")

Support

For any help with regards to using the package or if you find a bug please create a GitHub issue

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Reference based multiple imputation R package

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