stabilizedregression-r
Science Score: 23.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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○codemeta.json file
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○.zenodo.json file
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✓DOI references
Found 4 DOI reference(s) in README -
○Academic publication links
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✓Committers with academic emails
3 of 3 committers (100.0%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (7.4%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: NiklasPfister
- License: agpl-3.0
- Language: R
- Default Branch: master
- Size: 5.42 MB
Statistics
- Stars: 2
- Watchers: 3
- Forks: 2
- Open Issues: 1
- Releases: 0
Metadata Files
README.md
StabilizedRegression-R
Implementation of StabilizedRegression, a framework for multi-environment regression. Analyzes the functional dependence of the response on a set of predictors and assess whether this functional relationship remains stable or unstable across different environments.
N. Pfister, E. Williams, R. Aebersold, P. Bühlmann: Stabilizing Variable Selection and Regression. Annals of Applied Statistics, 15(3):1220-1246. https://doi.org/10.1214/21-AOAS1487
Getting started
The package is available on CRAN. To install and load the package use the following command:
R
install.packages(StabilizedRegression)
library(StabilizedRegression)
The main functions are StabilizedRegression(), which performs a multi-environment regression.
R
help(StabilizedRegression)
example(StabilizedRegression)
The diagnostic plots can be created by using the function SRanalysis(). This will generate an object of class 'SRanalysis' which can then be plotted with using the plot function.
R
help(SRanalysis)
example(SRanalysis)
Owner
- Login: NiklasPfister
- Kind: user
- Website: https://niklaspfister.github.io
- Repositories: 7
- Profile: https://github.com/NiklasPfister
GitHub Events
Total
Last Year
Committers
Last synced: over 3 years ago
All Time
- Total Commits: 35
- Total Committers: 3
- Avg Commits per committer: 11.667
- Development Distribution Score (DDS): 0.257
Top Committers
| Name | Commits | |
|---|---|---|
| Niklas Pfister | p****i@s****h | 26 |
| NiklasPfister | n****r@s****h | 8 |
| Niklas Pfister | np@m****k | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 12 months ago
All Time
- Total issues: 1
- Total pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Total issue authors: 1
- Total pull request authors: 0
- Average comments per issue: 2.0
- Average comments per pull request: 0
- Merged pull requests: 0
- 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
Top Authors
Issue Authors
- fumi-github (1)
Pull Request Authors
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
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Total downloads:
- cran 196 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 2
- Total maintainers: 1
cran.r-project.org: StabilizedRegression
Stabilizing Regression and Variable Selection
- Documentation: http://cran.r-project.org/web/packages/StabilizedRegression/StabilizedRegression.pdf
- License: GPL-3
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Latest release: 1.1
published about 4 years ago
Rankings
Maintainers (1)
Dependencies
- R >= 3.5 depends
- MASS * imports
- R6 * imports
- corpcor * imports
- ggplot2 * imports
- ggrepel * imports
- glmnet * imports