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stabm

stabm: Stability Measures for Feature Selection - Published in JOSS (2021)

https://github.com/bommert/stabm

Science Score: 95.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ✓
    DOI references
    Found 6 DOI reference(s) in README and JOSS metadata
  • ✓
    Academic publication links
    Links to: joss.theoj.org
  • ✓
    Committers with academic emails
    1 of 2 committers (50.0%) from academic institutions
  • ○
    Institutional organization owner
  • ✓
    JOSS paper metadata
    Published in Journal of Open Source Software

Scientific Fields

Sociology Social Sciences - 87% confidence
Last synced: 4 months ago · JSON representation

Repository

Stability measures

Basic Info
Statistics
  • Stars: 7
  • Watchers: 1
  • Forks: 4
  • Open Issues: 1
  • Releases: 2
Created almost 7 years ago · Last pushed over 2 years ago
Metadata Files
Readme License Code of conduct

README.Rmd 

---
output: github_document
---



```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-",
  out.width = "100%"
)
```
# stabm
[![R-CMD-check](https://github.com/bommert/stabm/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/bommert/stabm/actions/workflows/R-CMD-check.yaml)
[![CRAN Status](https://www.r-pkg.org/badges/version-ago/stabm)](https://cran.r-project.org/package=stabm)
[![DOI](https://joss.theoj.org/papers/10.21105/joss.03010/status.svg)](https://doi.org/10.21105/joss.03010)


`stabm` provides an implementation of many measures which assess the stability of feature selection.
The following stability measures are currently included:

```{r}
stabm::listStabilityMeasures()
```


## Installation

You can install the released version of stabm from [CRAN](https://cran.r-project.org/package=stabm) with:

```{r, eval=FALSE}
install.packages("stabm")
```
For the development version, use [devtools](https://cran.r-project.org/package=devtools):

```{r, eval = FALSE}
devtools::install_github("bommert/stabm")
```


## Contributions

This R package is licensed under the [LGPL-3](https://www.gnu.org/licenses/lgpl-3.0.en.html).
If you encounter problems using this software (lack of documentation, misleading or wrong documentation, unexpected behaviour, bugs, ...) or just want to suggest features,
please open an issue in the [issue tracker](https://github.com/bommert/stabm/issues).
Pull requests are welcome and will be included at the discretion of the author.


## Code of Conduct

Please note that the `stabm` project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html).
By contributing to this project, you agree to abide by its terms.


## Citation

If you use stabm, please cite our [JOSS article](https://doi.org/10.21105/joss.03010):
```{r echo = FALSE, comment = ""}
toBibtex(citation("stabm"))
```

Owner

  • Name: Andrea Bommert
  • Login: bommert
  • Kind: user
  • Company: TU Dortmund University

JOSS Publication

stabm: Stability Measures for Feature Selection
Published
March 31, 2021
DOI
Volume 6, Issue 59, Page 3010
Authors
Andrea Bommert ORCID
Faculty of Statistics, TU Dortmund University, 44221 Dortmund, Germany
Michel Lang ORCID
Faculty of Statistics, TU Dortmund University, 44221 Dortmund, Germany
Editor
Marcos Vital ORCID
Tags
feature selection stability stability measures similarity measures
View PDF Review Thread Software Archive

GitHub Events

Total
  • Watch event: 1
Last Year
  • Watch event: 1

Committers

Last synced: 5 months ago

All Time
  • Total Commits: 77
  • Total Committers: 2
  • Avg Commits per committer: 38.5
  • Development Distribution Score (DDS): 0.481
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Andrea Bommert b****t@s****e 40
Michel Lang m****g@g****m 37
Committer Domains (Top 20 + Academic)
statistik.tu-dortmund.de: 1

Issues and Pull Requests

Last synced: 4 months ago

All Time
  • Total issues: 2
  • Total pull requests: 12
  • Average time to close issues: 25 days
  • Average time to close pull requests: 16 days
  • Total issue authors: 2
  • Total pull request authors: 2
  • Average comments per issue: 0.5
  • Average comments per pull request: 0.33
  • Merged pull requests: 10
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • mllg (1)
  • Brightsnow112 (1)
Pull Request Authors
  • mllg (7)
  • bommert (5)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 2,529 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 9
  • Total maintainers: 1
cran.r-project.org: stabm

Stability Measures for Feature Selection

  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 2,529 Last month
Rankings
Forks count: 12.8%
Stargazers count: 21.1%
Dependent packages count: 29.8%
Average: 30.7%
Dependent repos count: 35.5%
Downloads: 54.4%
Maintainers (1)
bommert@statistik.tu-dortmund.de
Last synced: 4 months ago

Dependencies

DESCRIPTION cran
  • R >= 3.5.0 depends
  • Matrix >= 1.2 imports
  • checkmate >= 1.8.5 imports
  • methods * imports
  • stats * imports
  • utils * imports
  • cowplot >= 0.9.2 suggests
  • ggdendro >= 0.1 suggests
  • ggplot2 >= 3.0.0 suggests
  • igraph >= 1.2.1 suggests
  • knitr * suggests
  • mlbench * suggests
  • rmarkdown * suggests
  • rpart * suggests
  • testthat >= 2.0.0 suggests
.github/workflows/R-CMD-check.yaml actions
  • actions/checkout v3 composite
  • r-lib/actions/check-r-package v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
  • r-lib/actions/setup-tinytex v2 composite
.github/workflows/pkgdown.yml actions
  • JamesIves/github-pages-deploy-action v4.4.1 composite
  • actions/checkout v3 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite