Loading the packages | Recursive Feature Elimination | Using the rfe_removeR function in FeatureTerminatoR | Loading the test data | Fitting a RFE method to the data | Exploring the model output results | Outputting the original and reduced data | Viewing the original data | Obtaining the data after rfe termination | Removing High Correlated Features - multicol_terminatoR | Why bother about multicollinearity? | Getting started with the high correlation removal | Visualising the outputs | Viewing the raw correlation and covariance matrices | Viewing the reduced data | Still to be included
Package: FeatureTerminatoR 1.0.0
Gary Hutson
FeatureTerminatoR: Feature Selection Engine to Remove Features with Minimal Predictive Power
The aim is to take in data.frame inputs and utilises methods, such as recursive feature engineering, to enable the features to be removed. What this does differently from the other packages, is that it gives you the choice to remove the variables manually, or it automated this process. Feature selection is a concept in machine learning, and statistical pipelines, whereby unimportant, or less predictive variables are eliminated from the analysis, see Boughaci (2018) <doi:10.1007/s40595-018-0107-y>.
Authors:
FeatureTerminatoR_1.0.0.tar.gz
FeatureTerminatoR_1.0.0.tar.gz(r-4.7-any)FeatureTerminatoR_1.0.0.tar.gz(r-4.6-any)
FeatureTerminatoR_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
FeatureTerminatoR/json (API)
| # Install 'FeatureTerminatoR' in R: |
| install.packages('FeatureTerminatoR', 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:5c53b7c538. Checks:2 NOTE, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | NOTE | 176 | ||
| source / vignettes | OK | 203 | ||
| linux-release-x86_64 | NOTE | 172 | ||
| wasm-release | OK | 176 |
Exports:mutlicol_terminatorrfeTerminator
Dependencies:caretclasscliclockcodetoolscpp11data.tablediagramdigestdplyre1071farverforeachfuturefuture.applygenericsggplot2globalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixModelMetricsnlmennetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6randomForestRColorBrewerRcpprecipesreshape2rlangrpartS7scalesshapesparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Multicollinearity TerminatoR - Feature Selection to remove highly correlated values | mutlicol_terminator |
| Recursive Feature Engineering SelectoR | rfeTerminator |