R Observatory: Metrics for guidedPLS version 1.2.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

guidedPLS

1.2.1

Supervised Dimensional Reduction by Guided Partial Least Squares

0packages depend

5.7Kdownloads / year

72.4%test coverage

11/13checks pass

Overview

About

Maintained by Koki TsuyuzakiFirst published 2023-03-224 releasesCRAN page ↗GitHub ↗

Guided partial least squares (guided-PLS) is the combination of partial least squares by singular value decomposition (PLS-SVD) and guided principal component analysis (guided-PCA). This package provides implementations of PLS-SVD, guided-PLS, and guided-PCA for supervised dimensionality reduction. The guided-PCA function (new in v1.1.0) automatically handles mixed data types (continuous and categorical) in the supervision matrix and provides detailed contribution analysis for interpretability. For the details of the methods, see the reference section of GitHub README.md https://github.com/rikenbit/guidedPLS.

Install

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

install.packages("guidedPLS", 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("rikenbit/guidedPLS")

Development version from rikenbit/guidedPLS. 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-guidedpls

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-guidedPLS

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-guidedPLS

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

Health

CRAN checks

2WARNING11OK

Failing flavors

WARNING r-oldrel-macos-x86_64
WARNING r-release-macos-x86_64

Slowest check: 2.1 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.52

72.4%

Coverage · measured lines

100%

Documentation · exports

3

Dependencies · direct

Check history

WARNING2026-06-29
10 OK · 0 NOTE · 3 WARNING · 0 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 63%

Downloads

5.7K

CRAN downloads in the past year

Rank #8,151 · ~16/day · ~473/mo

Releases R versions

Daily download trend is not available in this view yet.

22330 days

1.1K90 days

5.7K1 year

Compare downloads with other packages →

Also on106 r2u23 autocran

Repository

GitHub ↗ rikenbit/guidedpls

1Stars

0Forks

0Open issues

0Open PRs

4Releases

13Commits

1Contributors

13 commits · Last activity 2026-06-28 · 0% stars, 30d

Stars over time

2026-03-07 · 12026-07-07 · 1

Repository practices

Upstream repositoryBeta

3 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/rikenbit/guidedpls on 2026-08-16.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

Dockerfile

Governance and community (1)

Issue templates

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

Development tooling

AI-assisted toolingBeta

Uses AI-assisted development tooling (declared in repo)

Earliest detected marker: claude on 2026-05-30

claude

Most recent: claude on 2026-05-30

Evidence

claude: on 2026-05-30 · evidence B, D

How this is detected·Detection ruleset v2 (updated 2026-07-29)

Dependencies

Declared dependencies

6 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.4.0

Imports (3)

irlbaMatrixstats

LinkingTo (0)

none

Suggests (5)

fields iTensor knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (1)

Maintainer (1)

Koki Tsuyuzaki

Author, Maintainer

Authors (1)

Koki Tsuyuzaki

Author, Maintainer

Package Timeline

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

1.2.1Latest
2026-06-28 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
1.1.0
2025-08-25 · diff ↗
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
1.0.0
2023-05-12 · diff ↗
R
R 4.3.0 released · 2023-04-21
0.99.0
2023-03-22
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2023-03-22
Total releases: 4 / 3 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.4.0
Download size: 271 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("guidedPLS")

Format

Tsuyuzaki, K. (2026). guidedPLS: Supervised Dimensional Reduction by Guided Partial Least Squares (Version 1.2.1) [Computer software]. https://doi.org/10.32614/CRAN.package.guidedPLS

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 guidedPLS version 1.2.1 [Data set]. HJJB, LLC. Data release v2026-08-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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