Package: varPro 3.1.0

varPro: Model-Independent Variable Selection via the Rule-Based Variable Priority

A new framework of variable selection, which instead of generating artificial covariates such as permutation importance and knockoffs, creates release rules to examine the affect on the response for each covariate where the conditional distribution of the response variable can be arbitrary and unknown.

Authors:Min Lu [aut], Aster K. Shear [aut], Udaya B. Kogalur [aut, cre], Hemant Ishwaran [aut]

varPro_3.1.0.tar.gz
varPro_3.1.0.zip(r-4.7)varPro_3.1.0.zip(r-4.6)varPro_3.1.0.zip(r-4.5)
varPro_3.1.0.tgz(r-4.6-x86_64)varPro_3.1.0.tgz(r-4.6-arm64)varPro_3.1.0.tgz(r-4.5-x86_64)varPro_3.1.0.tgz(r-4.5-arm64)
varPro_3.1.0.tar.gz(r-4.7-arm64)varPro_3.1.0.tar.gz(r-4.7-x86_64)varPro_3.1.0.tar.gz(r-4.6-arm64)varPro_3.1.0.tar.gz(r-4.6-x86_64)
varPro_3.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
varPro/json (API)

# Install 'varPro' in R:
install.packages('varPro', repos = c('https://kogalur.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/kogalur/varpro/issues

Pkgdown/docs site:https://www.varprotools.org

Uses libs:
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • alzheimers - Alzheimer's Disease Dataset
  • glioma - Diffuse Adult Glioma
  • hrrecov - Exercise Heart Rate Recovery and Mortality

On CRAN:

Conda:

openmp

5.03 score 3 stars 3 packages 6 scripts 790 downloads 29 exports 76 dependencies

Last updated from:dbbb4d6351. Checks:11 WARNING, 2 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64WARNING190
linux-devel-x86_64WARNING249
source / vignettesOK230
linux-release-arm64WARNING190
linux-release-x86_64WARNING223
macos-release-arm64WARNING116
macos-release-x86_64WARNING227
macos-oldrel-arm64WARNING105
macos-oldrel-x86_64WARNING238
windows-develWARNING158
windows-releaseWARNING191
windows-oldrelWARNING187
wasm-releaseOK179

Exports:bart.learnerbeta.varprocv.varprogbm.learnerget.beta.entropyget.iso.performanceget.mc.coresget.orgvimpget.splitweight.customget.topvarsget.varpro.strengthArrayget.vimpimportanceimportance.rhfimportance.varpro.workhorseisoproivarprolocal.importanceoutprooutpro.nullpartialprorf.learnerroughfixsdependentshap.ivarprouvarprovarprovarpro.newsvarpro.strength

Dependencies:BARTbase64encbitbit64bslibcachemclicliprcodetoolscpp11crayondata.treeDiagrammeRdigestdplyrevaluatefarverfastmapfontawesomeforeachfsgbmgenericsglmnetgluehighrhmshtmltoolshtmlwidgetsigraphiteratorsjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMatrixmemoisemimenlmepillarpkgconfigprettyunitsprogresspurrrR6randomForestSRCrappdirsRColorBrewerRcppRcppEigenreadrrlangrmarkdownrstudioapisassscalesshapestringistringrsurvivaltibbletidyrtidyselecttinytextzdbutf8vctrsviridisLitevisNetworkvroomwithrxfunyaml