Package: ImpShrinkage 1.0.0.9000

ImpShrinkage: Improved Shrinkage Estimations for Multiple Linear Regression

A variety of improved shrinkage estimators in the area of statistical analysis: unrestricted; restricted; preliminary test; improved preliminary test; Stein; and positive-rule Stein. More details can be found in chapter 7 of Saleh, A. K. Md. E. (2006) <ISBN: 978-0-471-56375-4>.

Authors:Mina Norouzirad [aut, cre], Danial Mazarei [aut], Ricardo Moura [aut]

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NEWS

# Install 'ImpShrinkage' in R:
install.packages('ImpShrinkage', repos = c('https://mnrzrad.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/mnrzrad/impshrinkage/issues

Datasets:

On CRAN:

8 exports 4 stars 1.26 score 0 dependencies 1 scripts 260 downloads

Last updated 5 months agofrom:cae77f91ff. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 14 2024
R-4.5-winOKSep 14 2024
R-4.5-linuxOKSep 14 2024
R-4.4-winOKSep 14 2024
R-4.4-macOKSep 14 2024
R-4.3-winOKSep 14 2024
R-4.3-macOKSep 14 2024

Exports:iptRegprstRegptRegresRegsimdatastRegteststatunrReg

Dependencies:

Readme and manuals

Help Manual

Help pageTopics
Hald's Cement Datacement
Extract Model Coefficientscoef.improvedpreliminaryTest coefficients.improvedpreliminaryTest
Extract Model Coefficientscoef.positivestein coefficients.positivestein
Extract Model Coefficientscoef.preliminaryTest coefficients.preliminaryTest
Extract Model Coefficientscoef.restricted coefficients.restricted
Extract Model Coefficientscoef.stein coefficients.stein
Extract Model Coefficientscoef.unrestricted coefficients.unrestricted
Extract Model Fitted Valuesfitted.improvedpreliminaryTest
Extract Model Fitted Valuesfitted.positivestein
Extract Model Fitted Valuesfitted.preliminaryTest
Extract Model Fitted Valuesfitted.restricted
Extract Model Fitted Valuesfitted.stein
Extract Model Fitted Valuesfitted.unrestricted
The improved preliminary test estimatoriptReg
Extract Model Predictions Valuespredict.improvedpreliminaryTest
Extract Model Predictions Valuespredict.positivestein
Extract Model Predictions Valuespredict.preliminaryTest
Extract Model Predictions Valuespredict.restricted
Extract Model Predictions Valuespredict.stein
Extract Model Predictions Valuespredict.unrestricted
The positive-rule Stein estimatorprstReg
The Preliminary Test EstimatorptReg
Extract Model Residualsresiduals.improvedpreliminaryTest
Extract Model Residualsresiduals.positivestein
Extract Model Residualsresiduals.preliminaryTest
Extract Model Residualsresiduals.restricted
Extract Model Residualsresiduals.stein
Extract Model Residualsresiduals.unrestricted
The restricted estimatorresReg
Simulation datasimdata
The Stein estimatorstReg
Test-Statisticsteststat
The Unrestricted estimatorunrReg