Package: UBayFS 1.0

UBayFS: A User-Guided Bayesian Framework for Ensemble Feature Selection (UBayFS)

Implements the user-guided Bayesian framework for ensemble feature selection (UBayFS) : Jenul et al., (2022) <doi:10.1007/s10994-022-06221-9>.

Authors:Anna Jenul [aut, cre], Stefan Schrunner [aut], Kristian Hovde Liland [rev], Oliver Tomic [ctb], Jürgen Pilz [ctb]

UBayFS_1.0.tar.gz
UBayFS_1.0.zip(r-4.5)UBayFS_1.0.zip(r-4.4)UBayFS_1.0.zip(r-4.3)
UBayFS_1.0.tgz(r-4.5-any)UBayFS_1.0.tgz(r-4.4-any)UBayFS_1.0.tgz(r-4.3-any)
UBayFS_1.0.tar.gz(r-4.5-noble)UBayFS_1.0.tar.gz(r-4.4-noble)
UBayFS_1.0.tgz(r-4.4-emscripten)UBayFS_1.0.tgz(r-4.3-emscripten)
UBayFS.pdf |UBayFS.html✨
UBayFS/json (API)

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

Bug tracker:https://github.com/annajenul/ubayfs/issues

Pkgdown site:https://annajenul.github.io

Datasets:
  • bcw - Breast Cancer Wisconsin dataset

On CRAN:

bayesian-statisticsensemble-modelsfeature-selectionuser-knowledge

5.11 score 5 stars 13 scripts 198 downloads 15 exports 121 dependencies

Last updated 2 years agofrom:bb699ba57c. Checks:1 OK, 7 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 02 2025
R-4.5-winNOTEFeb 02 2025
R-4.5-macNOTEFeb 02 2025
R-4.5-linuxNOTEFeb 02 2025
R-4.4-winNOTEFeb 02 2025
R-4.4-macNOTEFeb 02 2025
R-4.3-winNOTEFeb 02 2025
R-4.3-macNOTEFeb 02 2025

Exports:admissibilitybuild.UBayconstraintbuild.UBaymodelbuildConstraintsbuildDecorrConstraintsevaluateFSevaluateMultipleis.UBayconstraintis.UBaymodelprintResultsrunInteractivesetConstraintssetOptimsetWeightstrain

Dependencies:ADMMalabamabase64encbitbit64bslibcachemcalibratorcliclustercodetoolscolorspacecommonmarkcpp11crayoncubatureCVXRdbscandigestDirichletRegdisordRdoParallelECOSolveRemulatorevaluatefansifarverfastclusterfastmapfontawesomeforeachFormulafrabfsGAgenericsggplot2gluegmpgridExtragtablehighrhtmltoolshtmlwidgetshttpuvhyper2igraphisobanditeratorsjquerylibjsonliteknitrlabdsvlabelinglaterlatticelifecyclemagrittrmaotaiMASSmathjaxrMatrixmatrixStatsmaxLikmclustcompmemoisemgcvmimeminpack.lmmiscToolsmRMRemunsellmvtnormnlmenumDerivosqppartitionspillarpkgconfigpolynompracmaprettydocpromisesR6RANNrappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppDERcppDistRcppEigenRdimtoolsRdpackrglrlangrmarkdownRmpfrRSpectraRtsnesandwichsassscalesscatterplot3dscssetsshapesshinysourcetoolssurvivaltibbletinytexutf8vctrsviridisLitewithrxfunxtableyamlzoo

A quick tour through UBayFS

Anna Jenul, Stefan Schrunner

Rendered fromUBayFS.Rmdusingknitr::rmarkdownon Feb 02 2025.

Last update: 2023-07-07
Started: 2021-01-30

Block feature selection with UBayFS

Anna Jenul, Stefan Schrunner

Rendered fromBFS_UBayFS.Rmdusingknitr::rmarkdownon Feb 02 2025.

Last update: 2022-12-14
Started: 2022-07-21