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ib (version 0.2.0)

Bias Correction via Iterative Bootstrap

Description

An implementation of the iterative bootstrap procedure of Kuk (1995) to correct the estimation bias of a fitted model object. This procedure has better bias correction properties than the bootstrap bias correction technique.

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Install

install.packages('ib')

Monthly Downloads

271

Version

0.2.0

License

GPL (>= 2)

Issues

1

Pull Requests

0

Stars

2

Forks

0

Maintainer

Samuel Orso

Last Published

April 4th, 2022

Functions in ib (0.2.0)

predict,Ib-method

Method for making predictions from an object in class union "Ib"
simulation,negbin-method

Simulation for a negative binomial regression
coef,Ib-method

Method for extracting coefficients from an object in class union "Ib"
simulation,nls-method

Simulation for nonlinear regression
ib,negbin-method

ib method for negbin object from glm.nb function of MASS package.
simulation,vglm-method

Simulation for vector generalized linear model regression
simulation

Generic for simulating from the object
ib

Bias correction via iterative bootstrap
residuals,Ib-method

Method for extracting residuals from an object in class union "Ib"
plot,Ib,ANY-method

Method for plotting an object in class union "Ib"
simulation,glm-method

Simulation for a Generalized Linear Model regression
simulation,betareg-method

Simulation for a beta regression
ibControl

Auxiliary for controlling IB
show,Ib-method

Method for printing object in class union "Ib"
simulation,lm-method

Simulation for linear regression
show,SummaryIb-method

Summarizing a fitted model corrected by the ib procedure
summary,IbLmer-method

Summarizing a linear mixed model regression fit corrected by the iterative bootstrap
summary,IbLm-method

Summarizing a linear regression fit corrected by the iterative bootstrap
summary,IbVglm-method

Summarizing a vector generalized linear model regression fit corrected by the iterative bootstrap
summary,IbBetareg-method

Summarizing a beta regression fit corrected by the iterative bootstrap
summary,IbGlm-method

Summarizing a Generalized Linear Model regression fit corrected by the iterative bootstrap
vcov,Ib-method

Method for calculating covariance matrix from an object in class union "Ib"
summary,IbNegbin-method

Summarizing a negative binomial regression fits corrected by the iterative bootstrap
simulation,lmerMod-method

Simulation for linear mixed model regression
summary,IbNls-method

Summarizing a nonlinear regression fit corrected by the iterative bootstrap
IbBetareg-class

An S4 class union for ib
bootstrap

Parametric bootstrap
fitted,Ib-method

Method for extracting fitted values from an object in class union "Ib"
effects,Ib-method

Method for extracting effects from an object in class union "Ib"
getEst

Accessor to the object in class union "Ib"
SummaryIbBetareg-class

An S4 class union for summary
getObject

Accessor to the object in class union "Ib"
getIteration

Accessor to the object in class union "Ib"
getExtra

Accessor to an extra part in class union "Ib"