Introduction | MCFS-ID algorithm | The R package rmcfs | Example | Summary
Package: rmcfs 1.3.6
Michal Draminski
rmcfs: The MCFS-ID Algorithm for Feature Selection and Interdependency Discovery
MCFS-ID (Monte Carlo Feature Selection and Interdependency Discovery) is a Monte Carlo method-based tool for feature selection. It also allows for the discovery of interdependencies between the relevant features. MCFS-ID is particularly suitable for the analysis of high-dimensional, 'small n large p' transactional and biological data. M. Draminski, J. Koronacki (2018) <doi:10.18637/jss.v085.i12>.
Authors:
rmcfs_1.3.6.tar.gz
rmcfs_1.3.6.tar.gz(r-4.7-any)rmcfs_1.3.6.tar.gz(r-4.6-any)
rmcfs_1.3.6.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
rmcfs/json (API)
| # Install 'rmcfs' in R: |
| install.packages('rmcfs', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:105150ec71. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 177 | ||
| source / vignettes | OK | 202 | ||
| linux-release-x86_64 | OK | 168 | ||
| wasm-release | OK | 159 |
Exports:artificial.databuild.idgraphexport.plotsexport.resultfix.dataimport.resultmcfsplot.idgraphplot.mcfsprint.mcfsprune.dataread.adhread.adxshowmewrite.adhwrite.adxwrite.arff
Dependencies:clicpp11data.tabledplyrfarvergenericsggplot2gluegridExtragtableigraphisobandlabelinglatticelifecyclemagrittrMatrixpillarpkgconfigplyrR6RColorBrewerRcppreshape2rJavarlangS7scalesstringistringrtibbletidyselectutf8vctrsviridisLitewithryaml
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Creates artificial dataset | artificial.data |
| Constructs interdependencies graph | build.idgraph |
| Exports MCFS-ID result plots | export.plots |
| Saves MCFS-ID result into set csv files | export.result |
| Fixes input data values, column names and attributes types | fix.data |
| Reads csv result files produced by the MCFS-ID Java module | import.result |
| MCFS-ID (Monte Carlo Feature Selection and Interdependency Discovery) | mcfs |
| Plots interdependencies graph | plot.idgraph |
| Plots various MCFS result components | plot.mcfs |
| Prints mcfs result | print.mcfs |
| Filters input data | prune.data |
| Reads data from ADH | read.adh |
| Reads data from ADX | read.adx |
| Basic data information | showme |
| Writes data to ADH | write.adh |
| Writes data to ADX | write.adx |
| Writes data to ARFF | write.arff |