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. Accessed 21 Nov. 2024.
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
Complete documentation for AutoStepwiseGLM
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

deductive  
Data Correction and Imputation Using Deductive Methods
Attempt to repair inconsistencies and missing values in data records by using information from vali ...
Download / Learn more Package Citations See dependency  
pkgdepends  
Package Dependency Resolution and Downloads
Find recursive dependencies of 'R' packages from various sources. Solve the dependencies to obtain ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
SCBiclust  
Identifies Mean, Variance, and Hierarchically Clustered Biclusters
Identifies a bicluster, a submatrix of the data such that the features and observations within the s ...
Download / Learn more Package Citations See dependency  
crossrun  
Joint Distribution of Number of Crossings and Longest Run
Joint distribution of number of crossings and the longest run in a series of independent Bernoulli ...
Download / Learn more Package Citations See dependency  
kgschart  
KGS Rank Graph Parser
Restore underlining numeric data from rating history graph of KGS (an online platform of the game o ...
Download / Learn more Package Citations See dependency  

23,229

R Packages

199,929

Dependencies

62,984

Author Associations

23,230

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA