remiod

1.0.2

Reference-Based Multiple Imputation for Ordinal/Binary Response

0packages depend

3.4Kdownloads / year

34.7%test coverage

11/13checks pass

Overview

About

Maintained by Tony WangFirst published 2022-03-143 releasesCRAN page ↗GitHub ↗

Reference-based multiple imputation of ordinal and binary responses under Bayesian framework, as described in Wang and Liu (2022) arXiv:2203.02771. Methods for missing-not-at-random include Jump-to-Reference (J2R), Copy Reference (CR), and Delta Adjustment which can generate tipping point analysis.

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("remiod", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("xsswang/remiod")

Development version from xsswang/remiod. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-remiod

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-remiod

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-remiod

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

2NOTE11OK

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc

Slowest check: 5.2 min · r-devel-linux-x86_64-fedora-clang

Code health

Yes

Tests · ratio 0.02

34.7%

Coverage · measured lines

100%

Documentation · exports

Dependencies · direct

Check history

NOTE2026-03-10
12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 377 wordsVignettesNopkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

Examples that run: 0%
Documented parameters: 97%
Return-value docs: 86%
References docs: 4%

Downloads

3.4K

CRAN downloads in the past year

Rank #13,658 · ~9/day · ~285/mo

Releases R versions

Daily download trend is not available in this view yet.

19630 days

74590 days

3.4K1 year

Compare downloads with other packages →

Also on114 r2u

Repository

GitHub ↗ xsswang/remiod

2Stars

0Forks

2Open issues

0Open PRs

2Releases

71Commits

1Contributors

reference-basedmultiple-imputationordinal-regressiongeneralized-linear-modelsjagsmissing-dataglmpattern-mixture-model

License GPL-2.0 · 71 commits · Last activity 2023-02-18 · 0% stars, 30d

Stars over time

2025-12-29 · 12026-07-07 · 2

Repository practices

Upstream repositoryBeta

5 development-tooling and community-health practices detected across 4 families in the upstream repository

Checks run against github.com/xsswang/remiod on 2026-08-02.

Continuous integration (1)

GitHub Actions

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

19 external dependencies (excludes base and recommended)

Depends (1)

R >= 2.10

Imports (14)

JointAI rjags coda foreach data.table future doFuture mathjaxrsurvivalggplot2 ordinal progressrMatrixmcmcse

LinkingTo (0)

none

Suggests (7)

knitr rmarkdown bookdown R.rsp ggpubr testthat (>= 3.0.0)spelling

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (2)

Maintainer (1)

Tony Wang

Author, Maintainer

Authors (2)

Tony Wang

Author, Maintainer

Ying Liu

Author

Package Timeline

3 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
1.0.2Latest
2022-11-18 · current release · diff ↗
1.0.1
2022-09-05 · diff ↗
R
R 4.2.0 released · 2022-04-22
1.0.0
2022-03-14
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2022-03-14
Total releases: 3 / 4 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 2.10
Bundled data: 7.1 KB / 4 files
Download size: 136 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Clinical Trial Design, Monitoring, Analysis and Reporting

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