Other packages > Find by keyword >

RefBasedMI  

Reference-Based Imputation for Longitudinal Clinical Trials with Protocol Deviation
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("RefBasedMI", "0.2.0")



Attach the package and use:
library("RefBasedMI")
Maintained by
Matteo Quartagno
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-04-27
Latest Update: 2024-09-09
Description:
Imputation of missing numerical outcomes for a longitudinal trial with protocol deviations. The package uses distinct treatment arm-based assumptions for the unobserved data, following the general algorithm of Carpenter, Roger, and Kenward (2013) <doi:10.1080/10543406.2013.834911>, and the causal model of White, Royes and Best (2020) <doi:10.1080/10543406.2019.1684308>. Sensitivity analyses to departures from these assumptions can be done by the Delta method of Roger. The program uses the same algorithm as the 'mimix' 'Stata' package written by Suzie Cro, with additional coding for the causal model and delta method. The reference-based methods are jump to reference (J2R), copy increments in reference (CIR), copy reference (CR), and the causal model, all of which must specify the reference treatment arm. Other methods are missing at random (MAR) and the last mean carried forward (LMCF). Individual-specific imputation methods (and their reference groups) can be specified.
How to cite:
Matteo Quartagno (2023). RefBasedMI: Reference-Based Imputation for Longitudinal Clinical Trials with Protocol Deviation. R package version 0.2.0, https://cran.r-project.org/web/packages/RefBasedMI. Accessed 13 Mar. 2026.
Previous versions and publish date:
0.1.0 (2023-04-27 14:42), 0.1.1 (2023-08-21 15:30)
Other packages that cited RefBasedMI R package
View RefBasedMI citation profile
Other R packages that RefBasedMI depends, imports, suggests or enhances
Complete documentation for RefBasedMI
Functions, R codes and Examples using the RefBasedMI R package
Full RefBasedMI package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

bzinb  
Bivariate Zero-Inflated Negative Binomial Model Estimator
Provides a maximum likelihood estimation of Bivariate Zero-Inflated Negative Binomial (BZINB) model ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
coalitions  
Bayesian "Now-Cast" Estimation of Event Probabilities in Multi-Party Democracies
An implementation of a Bayesian framework for the opinion poll based estimation of event probabilit ...
Download / Learn more Package Citations See dependency  
pedsuite  
Easy Installation of the 'pedsuite' Packages for Pedigree Analysis
The 'ped suite' is a collection of packages for pedigree analysis, covering applications in forensi ...
Download / Learn more Package Citations See dependency  
gtop  
Game-Theoretically OPtimal (GTOP) Reconciliation Method
In hierarchical time series (HTS) forecasting, the hierarchical relation between multiple time serie ...
Download / Learn more Package Citations See dependency  
Rlabkey  
Data Exchange Between R and 'LabKey' Server
The 'LabKey' client library for R makes it easy for R users to load live data from a 'LabKey' Serve ...
Download / Learn more Package Citations See dependency  

26,293

R Packages

225,784

Dependencies

70,376

Author Associations

26,294

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA