Package: quadrupen 0.2-12
Julien Chiquet
quadrupen: Sparsity by Worst-Case Quadratic Penalties
Fits classical sparse regression models with efficient active set algorithms by solving quadratic problems as described by Grandvalet, Chiquet and Ambroise (2017) <doi:10.48550/arXiv.1210.2077>. Also provides a few methods for model selection purpose (cross-validation, stability selection).
Authors:
quadrupen_0.2-12.tar.gz
quadrupen_0.2-12.tar.gz(r-4.5-noble)quadrupen_0.2-12.tar.gz(r-4.4-noble)
quadrupen_0.2-12.tgz(r-4.4-emscripten)quadrupen_0.2-12.tgz(r-4.3-emscripten)
quadrupen.pdf |quadrupen.html✨
quadrupen/json (API)
NEWS
| # Install 'quadrupen' in R: |
| install.packages('quadrupen', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/jchiquet/quadrupencran/issues
Last updated 5 months agofrom:11d8a53302. Checks:OK: 2. Indexed: no.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 23 2024 |
| R-4.5-linux-x86_64 | OK | Nov 23 2024 |
Exports:bounded.regcrossvaldevianceelastic.netfittedplotpredictprintresidualsshowstability
Dependencies:clicolorspacefansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigplyrR6RColorBrewerRcppRcppArmadilloreshape2rlangscalesstringistringrtibbleutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Fit a linear model with infinity-norm plus ridge-like regularization | bounded.reg |
| Cross-validation function for quadrupen fitting methods. | crossval |
| Class "cvpen" | cvpen-class |
| Fit a linear model with elastic-net regularization | elastic.net |
| Plot method for cross validated error of a 'quadrupen' model | plot,cvpen-method plot.cvpen |
| Plot method for a quadrupen object | plot,quadrupen-method plot.quadrupen |
| Plot method for 'stability.path'. | plot,stability.path-method plot.stability.path |
| Class "quadrupen" | deviance,quadrupen-method fitted,quadrupen-method predict,quadrupen-method print,quadrupen-method quadrupen-class residuals,quadrupen-method show,quadrupen-method |
| Stability selection for a quadrupen fit. | stability |
| Class "stability.path" | print,stability.path-method show,stability.path-method stability.path-class |
