Package: StepReg 1.5.9

Junhui Li

StepReg: Stepwise Regression Analysis

Stepwise regression is a statistical technique used for model selection. This package streamlines stepwise regression analysis by supporting multiple regression types, incorporating popular selection strategies, and offering essential metrics. It enables users to apply multiple selection strategies and metrics in a single function call, visualize variable selection processes, and export results in various formats. However, StepReg should not be used for statistical inference unless the variable selection process is explicitly accounted for, as it can compromise the validity of the results. This limitation does not apply when StepReg is used for prediction purposes. We validated StepReg's accuracy using public datasets within the SAS software environment. Additionally, StepReg features an interactive Shiny application to enhance usability and accessibility.

Authors:Junhui Li [cre], Junhui Li [aut], Kai Hu [aut], Xiaohuan Lu [aut], Kun Cheng [ctb], Sushmita N Nayak [ctb], Cesar Bautista Sotelo [ctb], Michael A Lodato [ctb], Wenxin Liu [aut], Lihua Julie Zhu [aut]

StepReg_1.5.9.tar.gz
StepReg_1.5.9.zip(r-4.5)StepReg_1.5.9.zip(r-4.4)StepReg_1.5.9.zip(r-4.3)
StepReg_1.5.9.tgz(r-4.5-any)StepReg_1.5.9.tgz(r-4.4-any)StepReg_1.5.9.tgz(r-4.3-any)
StepReg_1.5.9.tar.gz(r-4.5-noble)StepReg_1.5.9.tar.gz(r-4.4-noble)
StepReg_1.5.9.tgz(r-4.4-emscripten)StepReg_1.5.9.tgz(r-4.3-emscripten)
StepReg.pdf |StepReg.html
StepReg/json (API)

# Install 'StepReg' in R:
install.packages('StepReg', repos = c('https://junhuili1017.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/junhuili1017/stepreg/issues

Datasets:

On CRAN:

Conda:

6.52 score 1 stars 34 scripts 1.3k downloads 2 mentions 5 exports 109 dependencies

Last updated 11 days agofrom:c46435752b. Checks:4 OK, 4 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 28 2025
R-4.5-winOKFeb 28 2025
R-4.5-macOKFeb 28 2025
R-4.5-linuxOKFeb 28 2025
R-4.4-winNOTEFeb 28 2025
R-4.4-macNOTEFeb 28 2025
R-4.3-winNOTEFeb 28 2025
R-4.3-macNOTEFeb 28 2025

Exports:print.StepRegreportStepRegShinyAppstepwisevote

Dependencies:askpassbackportsbase64encbslibcachemcheckmateclicodetoolscolorspacecommonmarkcowplotcpp11crayoncrosstalkcurldata.tabledigestdplyrDTevaluatefansifarverfastmapflextablefontawesomefontBitstreamVerafontLiberationfontquiverfsgdtoolsgenericsggcorrplotggplot2ggrepelgluegtablehighrhtmltoolshtmlwidgetshttpuvisobandjquerylibjsonliteknitrlabelinglaterlatticelazyevallifecyclelobstrlubridatemagickmagrittrMASSMatrixmatrixStatsmemoisemgcvmimemunsellnlmeofficeropensslpanderpillarpkgconfigplyrprettyunitspromisespryrpurrrR6raggrappdirsrapportoolsRColorBrewerRcppreshape2rlangrmarkdownsassscalesshinyshinycssloadersshinyjsshinythemessourcetoolsstringistringrsummarytoolssurvivalsyssystemfontstextshapingtibbletidyrtidyselecttimechangetinytexutf8uuidvctrsviridisLitewithrxfunxml2xtableyamlzip

StepReg: Stepwise Regression Analysis

Rendered fromStepReg.Rmdusingknitr::rmarkdownon Feb 28 2025.

Last update: 2025-02-07
Started: 2022-12-17