Other packages > Find by keyword >

practicalSigni  

Practical Significance Ranking of Regressors and Exact t Density
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("practicalSigni", "0.1.2")



Attach the package and use:
library("practicalSigni")
Maintained by
Hrishikesh Vinod
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-02-17
Latest Update: 2023-12-01
Description:
Consider a possibly nonlinear nonparametric regression with p regressors. We provide evaluations by 13 methods to rank regressors by their practical significance or importance using various methods, including machine learning tools. Comprehensive methods are as follows. m6=Generalized partial correlation coefficient or GPCC by Vinod (2021) and Vinod (2022). m7= a generalization of psychologists' effect size incorporating nonlinearity and many variables. m8= local linear partial (dy/dxi) using the 'np' package for kernel regressions. m9= partial (dy/dxi) using the 'NNS' package. m10= importance measure using the 'NNS' boost function. m11= Shapley Value measure of importance (cooperative game theory). m12 and m13= two versions of the random forest algorithm. Taraldsen's exact density for sampling distribution of correlations added.
How to cite:
Hrishikesh Vinod (2023). practicalSigni: Practical Significance Ranking of Regressors and Exact t Density. R package version 0.1.2, https://cran.r-project.org/web/packages/practicalSigni. Accessed 30 Jan. 2025.
Previous versions and publish date:
0.1.0 (2023-02-17 11:00), 0.1.1 (2023-03-29 19:10)
Other packages that cited practicalSigni R package
View practicalSigni citation profile
Other R packages that practicalSigni depends, imports, suggests or enhances
Complete documentation for practicalSigni
Functions, R codes and Examples using the practicalSigni R package
Some associated functions: effSizCut . fncut . pracSig13 . pvTarald . qTarald . reportRank . 
Some associated R codes: effSizCut.R . fncut.R . pracSig13.R . pvTarald.R . qTarald.R . reportRank.R .  Full practicalSigni 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

cinaR  
A Computational Pipeline for Bulk 'ATAC-Seq' Profiles
Differential analyses and Enrichment pipeline for bulk 'ATAC-seq' data analyses. This package combi ...
Download / Learn more Package Citations See dependency  
WtTopsis  
Weighted Method for Multiple-Criteria Decision Making
Evaluation of alternatives based on multiple criteria using weighted technique for Order preference ...
Download / Learn more Package Citations See dependency  
convertid  
Convert Gene IDs Between Each Other and Fetch Annotations from Biomart
Gene Symbols or Ensembl Gene IDs are converted using the Bimap interface in 'AnnotationDbi' in conve ...
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  
fastmit  
Fast Mutual Information Based Independence Test
A mutual information estimator based on k-nearest neighbor method proposed by A. Kraskov, et al. (20 ...
Download / Learn more Package Citations See dependency  
kesernetwork  
Visualization of the KESER Network
A shiny app to visualize the knowledge networks for the code concepts. Using co-occurrence matrices ...
Download / Learn more Package Citations See dependency  

23,580

R Packages

204,057

Dependencies

63,980

Author Associations

23,581

Publication Badges

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