Other packages > Find by keyword >

AutoStepwiseGLM  

Builds Stepwise GLMs via Train and Test Approach
View on CRAN: Click here


Download and install AutoStepwiseGLM package within the R console
Install from CRAN:
install.packages("AutoStepwiseGLM")

Install from Github:
library("remotes")
install_github("cran/AutoStepwiseGLM")

Install by package version:
library("remotes")
install_version("AutoStepwiseGLM", "0.2.0")



Attach the package and use:
library("AutoStepwiseGLM")
Maintained by
Aaron England
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-11-14
Latest Update: 2018-11-14
Description:
Randomly splits data into testing and training sets. Then, uses stepwise selection to fit numerous multiple regression models on the training data, and tests them on the test data. Returned for each model are plots comparing model Akaike Information Criterion (AIC), Pearson correlation coefficient (r) between the predicted and actual values, Mean Absolute Error (MAE), and R-Squared among the models. Each model is ranked relative to the other models by the model evaluation metrics (i.e., AIC, r, MAE, and R-Squared) and the model with the best mean ranking among the model evaluation metrics is returned. Model evaluation metric weights for AIC, r, MAE, and R-Squared are taken in as arguments as aic_wt, r_wt, mae_wt, and r_squ_wt, respectively. They are equally weighted as default but may be adjusted relative to each other if the user prefers one or more metrics to the others, Field, A. (2013, ISBN:978-1-4462-4918-5).
How to cite:
Aaron England (2018). AutoStepwiseGLM: Builds Stepwise GLMs via Train and Test Approach. R package version 0.2.0, https://cran.r-project.org/web/packages/AutoStepwiseGLM
Previous versions and publish date:
No previous versions
Other packages that cited AutoStepwiseGLM R package
View AutoStepwiseGLM citation profile
Other R packages that AutoStepwiseGLM depends, imports, suggests or enhances
Functions, R codes and Examples using the AutoStepwiseGLM R package
Some associated functions: backwd_stepwise_glm . fwd_stepwise_glm . 
Some associated R codes: BckwdStepwise.R . FwdStepwise.R .  Full AutoStepwiseGLM package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

gmt  
Interface Between GMT Map-Making Software and R
Interface between the GMT map-making software and R, enabling the user to manipulate geographic dat ...
Download / Learn more Package Citations See dependency  
EasyDescribe  
A Convenient Way of Descriptive Statistics
Descriptive Statistics is essential for publishing articles. This package can perform descriptive s ...
Download / Learn more Package Citations See dependency  
trapezoid  
The Trapezoidal Distribution
The trapezoid package provides 'dtrapezoid', 'ptrapezoid', 'qtrapezoid', and 'rtrapezoid' functions ...
Download / Learn more Package Citations See dependency  
rankdist  
Distance Based Ranking Models
Implements distance based probability models for ranking data. The supported distance metrics inclu ...
Download / Learn more Package Citations See dependency  
hydropeak  
Detect and Characterize Sub-Daily Flow Fluctuations
An important environmental impact on running water ecosystems is caused by hydropeaking - the disco ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  

22,187

R Packages

188,753

Dependencies

55,244

Author Associations

22,188

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns