R Observatory: Metrics for fastadi version 0.1.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

fastadi

0.1.2

Self-Tuning Data Adaptive Matrix Imputation

0packages depend

6.8Kdownloads / year

56.1%test coverage

13/13checks pass

Overview

About

Maintained by Alex HayesFirst published 2022-02-113 releasesCRAN page ↗GitHub ↗

Implements the AdaptiveImpute matrix completion algorithm of 'Intelligent Initialization and Adaptive Thresholding for Iterative Matrix Completion' doi:10.1080/10618600.2018.1518238 as well as the specialized variant of 'Co-Factor Analysis of Citation Networks' doi:10.1080/10618600.2024.2394464. AdaptiveImpute is useful for embedding sparsely observed matrices, often out performs competing matrix completion algorithms, and self-tunes its hyperparameter, making usage easy.

Install

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

install.packages("fastadi", 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("RoheLab/fastadi")

Development version from RoheLab/fastadi. 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-fastadi

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-fastadi

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-fastadi

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

Health

CRAN checks

13OK

Slowest check: 5.9 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.49

56.1%

Coverage · measured lines

100%

Documentation · exports

8

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
OK2026-04-22
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-18
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 271 wordsVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 14%

Downloads

6.8K

CRAN downloads in the past year

Rank #6,271 · ~19/day · ~563/mo

Releases R versions

Daily download trend is not available in this view yet.

26630 days

1.3K90 days

6.8K1 year

Compare downloads with other packages →

Also on385 r2u13 autocran

Repository

GitHub ↗ rohelab/fastadi

9Stars

6Forks

10Open issues

0Open PRs

2Releases

109Commits

3Contributors

109 commits · Last activity 2025-05-02

Stars over time

2022-06-24 · 92026-07-07 · 9

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/rohelab/fastadi on 2026-08-16.

Continuous integration (1)

GitHub Actions

CRAN release process (1)

cran-comments.md

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

Show all practices

Coverage (1)

Codecov

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

Dependencies

Declared dependencies

13 external dependencies (excludes base and recommended)

Depends (3)

R >= 3.1LRMF3Matrix

Imports (6)

glue loggermethodsRcpp rlang RSpectra

LinkingTo (2)

Rcpp RcppArmadillo

Suggests (5)

invertiforms covr knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (4)

Maintainer (1)

Alex Hayes

Author, Maintainer, Copyright holder

Authors (4)

Alex Hayes

Author, Maintainer, Copyright holder

Juhee Cho

Author

Donggyu Kim

Author

Karl Rohe

Author

Copyright holders (1)

Alex Hayes

Author, Maintainer, Copyright holder

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
0.1.2Latest
2025-05-02 · 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
0.1.1
2022-09-07 · diff ↗
R
R 4.2.0 released · 2022-04-22
0.1.0
2022-02-11
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2022-02-11
Total releases: 3 / 4 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.1
Download size: 27 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("fastadi")

Format

Hayes, A., Cho, J., Kim, D., & Rohe, K. (2025). fastadi: Self-Tuning Data Adaptive Matrix Imputation (Version 0.1.2) [Computer software]. https://doi.org/10.32614/CRAN.package.fastadi

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 fastadi version 0.1.2 [Data set]. HJJB, LLC. Data release v2026-08-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-18, 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 →