R Observatory: Metrics for SEMdeep version 1.1.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

SEMdeep

1.1.1Package record

Structural Equation Modeling with Deep Neural Network and Machine Learning Algorithms

0packages depend

2.6Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Barbara TarantinoCRAN page ↗GitHub ↗

Training and validation of a custom (or data-driven) Structural Equation Models using Deep Neural Networks or Machine Learning algorithms, which extend the fitting procedures of the 'SEMgraph' R package doi:10.32614/CRAN.package.SEMgraph.

Changes in 1.1.1

Bugs in the SEMml() function were fixed to address the update of xboost v3.1.2.1.
Added new function trainingReport(). Display a (r,c) panel history plot from SEMdnn()

output, for each MLP model (if algo="nodewise or "layerwise") and bootstrap sample

(if nboot > 0), in order to check the model's learning process.

From NEWS.md in the release

Install

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

install.packages("SEMdeep", 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("BarbaraTarantino/SEMdeep")

Development version from BarbaraTarantino/SEMdeep. 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-semdeep

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 2.9 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-09-08
NOTE12 OK, 1 NOTE2026-09-07
OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-27

Show 4 earlier changesHide 4 earlier changes

ERROR12 OK, 1 ERROR2026-06-21
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.1.1

READMEYes · 241 wordsVignettesNoNEWSYes · 100% structured · mentions 1.1.1Citation fileNo

Help pages: 16
Examples that run: 13%2 run in a plain check · 14 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 75%

How these are measured

Downloads

2.6K

CRAN downloads in the past year

Rank #19,073 · ~7/day · ~221/mo

Releases R versions

Daily download trend is not available in this view yet.

23030 days

68490 days

2.6K1 year

Compare downloads with other packages →

Also on91 r2u

How downloads are counted

Repository

barbaratarantino/semdeep ↗Account: BarbaraTarantino

13Stars

5Forks

0Open issues

0Open PRs

0Releases

28Commits

2Commit identities

28 commits · Last activity 2025-12-18 · +8.3% stars, 30d

Responsiveness

How these are sampled

PRs merged (all time): 0%
Median days to close, 50 most recently updated closed issues: not measured
Median days to close, 50 most recently updated closed PRs: 69

Stars over time

2025-07-21 · 72026-10-13 · 13

How these are measured

PracticesBeta

2 development-tooling and community-health practices detected across 1 family in the upstream repository

Checks run against github.com/barbaratarantino/semdeep on 2026-10-18.

Docs source (2)

pkgdown

GitHub Pages site last deployed 2025-12-18

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

12 external dependencies (excludes base and recommended)

Installing SEMdeep adds 94 packages (48 with compiled code, 67 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB. 5 more not on CRAN are not measured.

Depends (3)

R >= 4.0SEMgraph igraph

Imports (11)

coro corpcor kernelshap lavaan NeuralNetTools parabar progress rangerrparttorch xgboost

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (2)

Barbara Tarantino

Maintainer since 0.1.0 (2024)

Mario Grassi

Author

Releases (4)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
1.1.1Latest
record
2025-12-11 · current release · diff ↗ ·
added 1 export
trainingReport
1.1.0
record
2025-11-10 · diff ↗ ·
added 1 export
getLOCO
R
R 4.5.0 released · 2025-04-11
1.0.0
record
2025-01-23 · diff ↗ ·
removed 2 exports
benchmark, getInputPvalue

added 4 exports
classificationReport, crossValidation, getSignificanceTest, getVariableImportance
0.1.0
record
2024-09-16
R
R 4.4.0 released · 2024-04-24

Package metadata

First published: 2024-09-16
Total releases: 4 / 2 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 4.0
Download size: 64 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("SEMdeep")

Format

Tarantino, B., & Grassi, M. (2025). SEMdeep: Structural Equation Modeling with Deep Neural Network and Machine Learning Algorithms (Version 1.1.1) [Computer software]. https://doi.org/10.32614/CRAN.package.SEMdeep

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 SEMdeep version 1.1.1 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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