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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 22 Dec. 2024.
Previous versions and publish date:
0.1.0 (2023-02-17 11:00), 0.1.1 (2023-03-29 19:10)
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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
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