Package: varPro 3.3.1

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_3.3.1.tar.gz
varPro_3.3.1.zip(r-4.7-x86_64)varPro_3.3.1.zip(r-4.7-arm64)varPro_3.3.1.zip(r-4.6-x86_64)varPro_3.3.1.zip(r-4.6-arm64)varPro_3.3.1.zip(r-4.5-x86_64)
varPro_3.3.1.tgz(r-4.6-x86_64)varPro_3.3.1.tgz(r-4.6-arm64)varPro_3.3.1.tgz(r-4.5-x86_64)varPro_3.3.1.tgz(r-4.5-arm64)
varPro_3.3.1.tar.gz(r-4.7-arm64)varPro_3.3.1.tar.gz(r-4.7-x86_64)varPro_3.3.1.tar.gz(r-4.6-arm64)varPro_3.3.1.tar.gz(r-4.6-x86_64)
varPro_3.3.1.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

5.17 score 3 stars 3 packages 11 scripts 864 downloads 29 exports 76 dependencies

Last updated from:2681164bf3. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK178
linux-devel-x86_64OK214
source / vignettesOK258
linux-release-arm64OK159
linux-release-x86_64OK201
macos-release-arm64OK144
macos-release-x86_64OK292
macos-oldrel-arm64OK95
macos-oldrel-x86_64OK256
windows-devel-arm64OK247
windows-devel-x86_64OK188
windows-release-arm64OK280
windows-release-x86_64OK151
windows-oldrel-x86_64OK152
wasm-releaseOK146

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