HBglm: Hierarchical Bayesian Regression for GLMs
Version 0.1

Convenient and efficient functions for performing 2-level hierarchical Bayesian regression analysis for multi-group data. The lowest level may belong to the generalized linear model (GLM) family while the prior level, which effects pooling, allows for linear regression on lower level covariates. Constraints on all or part of the parameter set maybe specified with ease. A rich set of methods is included to visualize and analyze results.

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AuthorAsad Hasan, Alireza S. Mahani
Date of publication2015-07-14 15:59:53
MaintainerAsad Hasan <asad.hasan@sentrana.com>
LicenseGPL (>= 2)
Version0.1
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("HBglm")

Man pages

HBglm: Hierarchical Bayesian Regression for GLMs
linear_list: Simulated data for a Gaussian 2-level HB regression model.

Functions

HBglm Man page
coef.hbglm Man page Source code
compute.init.guess Source code
default.init.val Source code
default.samples Source code
dinvgamma Source code
get.box.bounds Source code
get.init.vals Source code
get.stats Source code
hbglm Man page Source code
hbglm.model.control Man page Source code
hbglm.sampler.control Man page Source code
hbglm.varnames Source code
hblinear Source code
hblinear.bayesm Source code
hblinear.gibbs Source code
linear_list Man page
ll_logit Source code
ll_normal Source code
ll_poisson Source code
lp.betaj_theta.Sigma Source code
lp.betaj_theta.sigmaSq Source code
lp.betak_theta.sigmaSq Source code
lp.tauj_phi Source code
lp.tauj_priors Source code
lp.y_beta.alpha.tau Source code
lp.yj_beta.tau Source code
lp.yj_betaj.alpha.tauj Source code
make.var.names Source code
mcmc Source code
model.hbglm Source code
parseFormula Source code
predict.hbglm Man page Source code
print.hbglm Man page Source code
print.summary.hbglm Man page Source code
rinvgamma Source code
sample.stats Source code
scale.cols Source code
summary.hbglm Man page Source code
uni.slice Source code
unscale.beta Source code

Files

NAMESPACE
data
data/linear_list.rda
R
R/slice_sampler.R
R/model.R
R/family.R
R/formula.R
R/predict.R
R/methods.R
R/hblinear.R
R/modspecs.R
R/hbglm.R
R/misc.R
R/mcmc.R
R/invgamma.R
MD5
DESCRIPTION
ChangeLog
man
man/linear_list.Rd
man/HBglm.Rd
HBglm documentation built on May 19, 2017, 1 p.m.