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.
| Version: |
1.5.8 |
| Imports: |
dplyr, ggplot2, ggrepel, MASS, stringr, survival, flextable, cowplot, shiny, ggcorrplot, tidyr, summarytools, shinythemes, rmarkdown, DT, shinycssloaders, shinyjs |
| Suggests: |
knitr, testthat, BiocStyle, kableExtra |
| Published: |
2025-02-07 |
| DOI: |
10.32614/CRAN.package.StepReg |
| Author: |
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] |
| Maintainer: |
Junhui Li <junhui.li11 at umassmed.edu> |
| BugReports: |
https://github.com/JunhuiLi1017/StepReg/issues |
| License: |
MIT + file LICENSE |
| NeedsCompilation: |
no |
| Materials: |
README |
| CRAN checks: |
StepReg results |
Documentation:
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.