server

Defines the server logic for the StepReg Shiny application.
This function handles data processing, stepwise regression analysis,
and result visualization.

A web-based 'shiny' interface for the 'StepReg' package enables stepwise regression analysis across linear, generalized linear (including logistic, Poisson, Gamma, and negative binomial), and Cox models. It supports forward, backward, bidirectional, and best-subset selection under a range of criteria. The package also supports stepwise regression to multivariate settings, allowing multiple dependent variables to be modeled simultaneously. Users can explore and combine multiple selection strategies and criteria to optimize model selection. For enhanced robustness, the package offers optional randomized forward selection to reduce overfitting, and a data-splitting workflow for more reliable post-selection inference. Additional features include logging and visualization of the selection process, as well as the ability to export results in common formats.

Junhui Li

StepRegShiny

Graphical User Interface for 'StepReg'

Kai Hu

Xiaohuan Lu

Sushmita N Nayak

Cesar Bautista Sotelo

Michael A Lodato

Wenxin Liu

Lihua Julie Zhu

server function

<dl><dt>input</dt>
<dd>Shiny input object</dd>
<dt>output</dt>
<dd>Shiny output object</dd>
<dt>session</dt>
<dd>Shiny session object</dd></dl>

Arguments

Server function for StepReg Shiny Application — server

<dl>

<dt>input</dt>
<dd>Shiny input object</dd>


<dt>output</dt>
<dd>Shiny output object</dd>


<dt>session</dt>
<dd>Shiny session object</dd>

</dl>

server: Server function for StepReg Shiny Application

Description

Usage

Arguments