Package: ib 0.2.0

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]

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ib.pdf |ib.html✨
ib/json (API)
NEWS

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

Peer review:

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

On CRAN:

3.36 score 2 stars 23 scripts 165 downloads 17 exports 21 dependencies

Last updated 11 months agofrom:0e1fb6994b. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 03 2024
R-4.5-winOKNov 03 2024
R-4.5-linuxOKNov 03 2024
R-4.4-winOKNov 03 2024
R-4.4-macOKNov 03 2024
R-4.3-winOKNov 03 2024
R-4.3-macOKNov 03 2024

Exports:bootstrapcoefeffectsfittedgetEstgetExtragetIterationgetObjectibibControlplotpredictresidualsshowsimulationsummaryvcov

Dependencies:betaregbootflexmixFormulalatticelme4lmtestMASSMatrixminqamodeltoolsnlmenloptrnnetrbibutilsRcppRcppEigenRdpacksandwichVGAMzoo

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,lm-method ib,lmerMod-method ib,nls-method ib,vglm-method
'ib' method for 'negbin' object from 'glm.nb' function of 'MASS' package.ib,negbin-method
An S4 class union for 'ib'Ib-class IbBetareg-class IbGlm-class IbLm-class IbLmer-class IbNegbin-class IbNls-class IbVglm-class
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 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 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
An S4 class union for 'summary'SummaryIb-class SummaryIbBetareg-class SummaryIbGlm-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