R Observatory: Metrics for micd version 1.1.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

micd

1.1.2

Multiple Imputation in Causal Graph Discovery

1packages depend

10.5Kdownloads / year

–test coverage

13/13checks pass

Overview

About

Maintained by Ronja ForaitaFirst published 2022-09-053 releasesCRAN page ↗GitHub ↗

Modified functions of the package 'pcalg' and some additional functions to run the PC and the FCI (Fast Causal Inference) algorithm for constraint-based causal discovery in incomplete and multiply imputed datasets. Foraita R, Friemel J, Günther K, Behrens T, Bullerdiek J, Nimzyk R, Ahrens W, Didelez V (2020) doi:10.1111/rssa.12565; Andrews RM, Bang CW, Didelez V, Witte J, Foraita R (2021) doi:10.1093/ije/dyae113; Witte J, Foraita R, Didelez V (2022) doi:10.1002/sim.9535.

Install

R (CRAN)pak (dev)Ubuntu (r2u)

install.packages("micd", 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("bips-hb/micd")

Development version from bips-hb/micd. 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-micd

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

Health

CRAN checks

13OK

Slowest check: 4.7 min · r-oldrel-macos-x86_64

Code health

Yes

Tests · ratio 0.13

not tracked

Coverage

100%

Documentation · exports

7

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-05-02
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 2 earlier snapshots

ERROR2026-04-25
11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesNopkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 59%
Return-value docs: 100%
References docs: 17%

Downloads

10.5K

CRAN downloads in the past year

Rank #10,841 · ~29/day · ~877/mo

Releases R versions

Daily download trend is not available in this view yet.

23730 days

90590 days

10.5K1 year

Compare downloads with other packages →

Also on119 r2u

Repository

GitHub ↗ bips-hb/micd

6Stars

1Forks

0Open issues

1Open PRs

0Releases

105Commits

3Contributors

causal-discoverygraphical-modelsmultiple-imputationr-package

License GPL-3.0 · 105 commits · Last activity 2025-10-23 · 0% stars, 30d

Stars over time

2024-12-19 · 42026-07-07 · 6

Repository practices

Upstream repositoryBeta

2 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/bips-hb/micd on 2026-08-16.

Continuous integration (1)

GitHub Actions

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

7 external dependencies (excludes base and recommended)

Depends (3)

R >= 3.0.2pcalg mice

Imports (5)

RBGL Rfastmethodsstatsutils

LinkingTo (0)

none

Suggests (4)

nnetranger Rgraphviz testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

causalDisco

Code & Tests

People & History

People (2)

Maintainer (1)

Ronja Foraita

Author, Copyright holder, Maintainer

Authors (2)

Ronja Foraita

Author, Copyright holder, Maintainer

Janine Witte

Author

Copyright holders (1)

Ronja Foraita

Author, Copyright holder, Maintainer

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
1.1.2Latest
2025-10-23 · current release · diff ↗
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
1.1.1
2023-02-17 · diff ↗
1.1.0
2022-09-05
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2022-09-05
Total releases: 3 / 4 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 3.0.2
Download size: 39 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("micd")

Format

Foraita, R., & Witte, J. (2025). micd: Multiple Imputation in Causal Graph Discovery (Version 1.1.2) [Computer software]. https://doi.org/10.32614/CRAN.package.micd

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for micd version 1.1.2 [Data set]. HJJB, LLC. Data release v2026-08-17. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-17, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →