Package: ib 0.2.1

Samuel Orso

ib: Bias Correction via Iterative Bootstrap

An implementation of the iterative bootstrap procedure of Kuk (1995) <doi:10.1111/j.2517-6161.1995.tb02035.x> to correct the estimation bias of a fitted model object. This procedure has better bias correction properties than the bootstrap bias correction technique.

Authors:Samuel Orso [aut, cre], Stéphane Guerrier [ctb], Yuming Zhang [ctb]

ib_0.2.1.tar.gz
ib_0.2.1.zip(r-4.7)ib_0.2.1.zip(r-4.6)ib_0.2.1.zip(r-4.5)
ib_0.2.1.tgz(r-4.6-any)ib_0.2.1.tgz(r-4.5-any)
ib_0.2.1.tar.gz(r-4.7-any)ib_0.2.1.tar.gz(r-4.6-any)
ib_0.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
ib/json (API)
NEWS

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

Bug tracker:https://github.com/smac-group/ib/issues

Pkgdown/docs site:https://smac-group.github.io

On CRAN:

Conda:

3.45 score 2 stars 28 scripts 528 downloads 17 exports 23 dependencies

Last updated from:916b758d84. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK191
source / vignettesOK207
linux-release-x86_64OK200
macos-release-arm64OK186
macos-oldrel-arm64OK211
windows-develOK182
windows-releaseOK142
windows-oldrelOK119
wasm-releaseOK140

Exports:bootstrapcoefeffectsfittedgetEstgetExtragetIterationgetObjectibibControlplotpredictresidualsshowsimulationsummaryvcov

Dependencies:betaregbootflexmixFormulalatticelme4lmtestMASSMatrixminqamodeltoolsnlmenloptrnnetrbibutilsRcppRcppEigenRdpackreformulasrlangsandwichVGAMzoo

Readme and manuals

Help Manual

Help pageTopics
Parametric bootstrapbootstrap
Method for extracting coefficients from an object in class union "Ib"coef,Ib-method
Method for extracting effects from an object in class union "Ib"effects,Ib-method
Method for extracting fitted values from an object in class union "Ib"fitted,Ib-method
Accessor to the object in class union "Ib"getEst getEst,Ib-method
Accessor to an extra part in class union "Ib"getExtra getExtra,Ib-method
Accessor to the object in class union "Ib"getIteration getIteration,Ib-method
Accessor to the object in class union "Ib"getObject getObject,Ib-method
Bias correction via iterative bootstrapib ib,betareg-method ib,glm-method ib,glmerMod-method ib,lm-method ib,lmerMod-method ib,nls-method ib,vglm-method
Fitted-model wrappers for the iterative bootstrap ('ib')Ib Ib-class IbBetareg-class IbGlm-class IbGlmer-class IbLm-class IbLmer-class IbNegbin-class IbNls-class IbVglm-class
'ib' method for 'negbin' object from 'glm.nb' function of 'MASS' package.ib,negbin-method
Auxiliary for controlling IBibControl
Method for plotting an object in class union "Ib"plot,Ib,ANY-method
Method for making predictions from an object in class union "Ib"predict,Ib-method
Method for extracting residuals from an object in class union "Ib"residuals,Ib-method
Method for printing object in class union "Ib"show,Ib-method
Summarizing a fitted model corrected by the ib procedureshow,SummaryIb-method
Generic for simulating from the objectsimulation simulation,Ib-method
Simulation for a beta regressionsimulation,betareg-method
Simulation for a Generalized Linear Model regressionsimulation,glm-method
Simulation for linear mixed model regressionsimulation,glmerMod-method
Simulation for linear regressionsimulation,lm-method
Simulation for linear mixed model regressionsimulation,lmerMod-method
Simulation for a negative binomial regressionsimulation,negbin-method
Simulation for nonlinear regressionsimulation,nls-method
Simulation for vector generalized linear model regressionsimulation,vglm-method
Summarizing a beta regression fit corrected by the iterative bootstrapsummary,IbBetareg-method
Summarizing a Generalized Linear Model regression fit corrected by the iterative bootstrapsummary,IbGlm-method
Summarizing a generalized linear mixed model regression fit corrected by the iterative bootstrapsummary,IbGlmer-method
Summarizing a linear regression fit corrected by the iterative bootstrapsummary,IbLm-method
Summarizing a linear mixed model regression fit corrected by the iterative bootstrapsummary,IbLmer-method
Summarizing a negative binomial regression fits corrected by the iterative bootstrapsummary,IbNegbin-method
Summarizing a nonlinear regression fit corrected by the iterative bootstrapsummary,IbNls-method
Summarizing a vector generalized linear model regression fit corrected by the iterative bootstrapsummary,IbVglm-method
Summaries for 'ib' wrappersSummaryIb SummaryIb-class SummaryIbBetareg-class SummaryIbGlm-class SummaryIbGlmer-class SummaryIbLm-class SummaryIbLmer-class SummaryIbNegbin-class SummaryIbNls-class SummaryIbVglm-class
Method for calculating covariance matrix from an object in class union "Ib"vcov,Ib-method