Package: binomialRF 0.1.0
Samir Rachid Zaim
binomialRF: Binomial Random Forest Feature Selection
The 'binomialRF' is a new feature selection technique for decision trees that aims at providing an alternative approach to identify significant feature subsets using binomial distributional assumptions (Rachid Zaim, S., et al. (2019)) <doi:10.1101/681973>. Treating each splitting variable selection as a set of exchangeable correlated Bernoulli trials, 'binomialRF' then tests whether a feature is selected more often than by random chance.
Authors:
binomialRF_0.1.0.tar.gz
binomialRF_0.1.0.tar.gz(r-4.5-noble)binomialRF_0.1.0.tar.gz(r-4.4-noble)
binomialRF_0.1.0.tgz(r-4.4-emscripten)binomialRF_0.1.0.tgz(r-4.3-emscripten)
binomialRF.pdf |binomialRF.html✨
binomialRF/json (API)
NEWS
| # Install 'binomialRF' in R: |
| install.packages('binomialRF', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
- pmf_list - A prebuilt distribution for correlated binary data
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
softwaregenepredictionstatisticalmethoddecisiontreedimensionreductionexperimentaldesign
Last updated 4 years agofrom:f29cabf788. Checks:OK: 2. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Sep 14 2024 |
| R-4.5-linux | OK | Sep 14 2024 |
Exports:binomialRFcalculateBinomialPcalculateBinomialP_Interactiongeneset_binomialRFk_binomialRF
Dependencies:data.tablejsonliterandomForestrlistXMLyaml
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| random forest feature selection based on binomial exact test | .cv_binomialRF |
| random forest feature selection based on binomial exact test | binomialRF |
| calculate the probability, p, to conduct a binomial exact test | calculateBinomialP |
| calculate the probability, p, to conduct a binomial exact test | calculateBinomialP_Interaction |
| random forest feature selection based on binomial exact test | geneset_binomialRF |
| random forest feature selection based on binomial exact test | k_binomialRF |
| A prebuilt distribution for correlated binary data | pmf_list |