Package: varSelRF 0.7-8
varSelRF: Variable Selection using Random Forests
Variable selection from random forests using both backwards variable elimination (for the selection of small sets of non-redundant variables) and selection based on the importance spectrum (somewhat similar to scree plots; for the selection of large, potentially highly-correlated variables). Main applications in high-dimensional data (e.g., microarray data, and other genomics and proteomics applications).
Authors:
varSelRF_0.7-8.tar.gz
varSelRF_0.7-8.zip(r-4.5)varSelRF_0.7-8.zip(r-4.4)varSelRF_0.7-8.zip(r-4.3)
varSelRF_0.7-8.tgz(r-4.4-any)varSelRF_0.7-8.tgz(r-4.3-any)
varSelRF_0.7-8.tar.gz(r-4.5-noble)varSelRF_0.7-8.tar.gz(r-4.4-noble)
varSelRF_0.7-8.tgz(r-4.4-emscripten)varSelRF_0.7-8.tgz(r-4.3-emscripten)
varSelRF.pdf |varSelRF.html✨
varSelRF/json (API)
| # Install 'varSelRF' in R: |
| install.packages('varSelRF', repos = c('https://rdiaz02.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/rdiaz02/varselrf/issues
Last updated 7 years agofrom:b50430ff9e. Checks:OK: 1 NOTE: 6. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 03 2024 |
| R-4.5-win | NOTE | Nov 03 2024 |
| R-4.5-linux | NOTE | Nov 03 2024 |
| R-4.4-win | NOTE | Nov 03 2024 |
| R-4.4-mac | NOTE | Nov 03 2024 |
| R-4.3-win | NOTE | Nov 03 2024 |
| R-4.3-mac | NOTE | Nov 03 2024 |
Exports:randomVarImpsRFrandomVarImpsRFplotselProbPlotvarSelImpSpecRFvarSelRFvarSelRFBoot
Dependencies:randomForest
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Plot a varSelRF object | plot.varSelRF |
| plot a varSelRFBoot object | plot.varSelRFBoot |
| Variable importances from random forest on permuted class labels | randomVarImpsRF |
| Plot random random variable importances | randomVarImpsRFplot |
| Selection probability plot for variable importance from random forests | selProbPlot |
| Summary of a varSelRFBoot object | summary.varSelRFBoot |
| Variable selection using the "importance spectrum" | varSelImpSpecRF |
| Variable selection from random forests using OOB error | varSelRF |
| Bootstrap the variable selection procedure in varSelRF | varSelRFBoot |
