Iterated Block Gibbs Sampler for Ultrahigh-Dimensional Variable Selection and Model Averaging


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Documentation for package ‘IBGS’ version 1.0.0

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IBGS-package Iterated Block Gibbs Sampler for Ultrahigh-Dimensional Variable Selection and Model Averaging
coef.IBGS Coefficients of an IBGS fit
coxGibbs The restricted Gibbs sampler for the Cox model
coxIBGS The iterated block Gibbs sampler for the Cox model
fitted.IBGS Fitted values of an IBGS fit
glmGibbs The restricted Gibbs sampler (linear model)
glmIBGS The iterated block Gibbs sampler algorithm
IBGS Iterated Block Gibbs Sampler for Ultrahigh-Dimensional Variable Selection and Model Averaging
lmeGibbs The restricted Gibbs sampler for the linear mixed model (fixed-effect part)
lmeIBGS The iterated block Gibbs sampler for the linear mixed model (fixed-effect part)
plot.IBGS Diagnostic plots for an IBGS fit
plotAutocorr Autocorrelation plot for the criterion trace
plotGelman Gelman-Rubin shrink-factor plot for the criterion trace
plotICtrace Trace plot of the information-criterion sequence
plotMargProb Plot the marginal inclusion probability of the top covariates
plotModelFreq Plot the visit frequency of the top selected models
predict.IBGS Predict method for an IBGS fit
print.IBGS Print a concise summary of an IBGS fit
print.summary.IBGS Tabular summary of an IBGS fit
summary.IBGS Tabular summary of an IBGS fit