# Bayesian Generalized Linear Models (IID Samples)

## Documentation for package ‘glmbayes’ version 0.9.7

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Code demos. Use demo() to run them.
- Package NEWS.

## Help Pages

A B C D E F G H I L M N P Q R S V

glmbayes-package | glmbayes: Bayesian Generalized Linear Models with iid Sampling

## -- A --

AMI | Amitriptyline overdose data
anova.glmb | Analysis of Deviance for Bayesian Generalized Linear Model Fits

## -- B --

BikeSharing | Bike Sharing Dataset (Processed)
Boston_centered | Boston housing data with mean-centered predictors

## -- C --

carinsca | Canadian Automobile Insurance Claims for 1957-1958
case.names.glmb | Case and Variable Names of Fitted Models
check_prior.glmb | bayestestR Prior-Checking Methods for glmb/lmb Model Objects
Cleveland | Cleveland Heart Disease Dataset
compute_gaussian_prior | Compute Calibrated Gaussian Normal–Gamma Prior Components
confint.glmb | Credible Intervals for Model Parameters
cooks.distance.glmb | Bayesian Regression Diagnostics
ctrgamma | The Central Gamma Distribution

## -- D --

dBeta | Prior Family Objects for Bayesian Models
describe_prior.glmb | bayestestR Prior-Checking Methods for glmb/lmb Model Objects
deviance.rglmb | Model Deviance
dfbetas.glmb | Bayesian Regression Diagnostics
dGamma | Prior Family Objects for Bayesian Models
diagnose_glmbayes | GPU and OpenCL diagnostics for 'glmbayes'
dIndependent_Normal_Gamma | Prior Family Objects for Bayesian Models
directional_tail | Directional Tail Diagnostic
dNormal | Prior Family Objects for Bayesian Models
dNormal_Gamma | Prior Family Objects for Bayesian Models
dummy.coef.glmb | Extract Coefficients in Original Coding

## -- E --

EnvelopeBuild | GPU-Accelerated Envelope Construction for Posterior Simulation
EnvelopeCentering | Envelope Centering for Bayesian Gaussian Regression
EnvelopeDispersionBuild | Builds Dispersion-Aware Envelope for Simulation
EnvelopeEval | Evaluate Negative Log-Likelihood and Gradients
EnvelopeOpt | Envelope Sizing and Optimization
EnvelopeOrchestrator | Envelope Construction Orchestrator for Bayesian Gaussian Regression
EnvelopeSetGrid | GPU-Accelerated Envelope Construction for Posterior Simulation
EnvelopeSetLogP | GPU-Accelerated Envelope Construction for Posterior Simulation
EnvelopeSize | Envelope Sizing and Optimization
EnvelopeSort | Sorts Envelope function for simulation
extractAIC.glmb | Extract DIC from a Fitted Bayesian Model
extractAIC.rglmb | Extract DIC from a Fitted Bayesian Model
extractDIC | Extract DIC from a Fitted Bayesian Model

## -- F --

find_algorithm.glmb | insight Accessor Methods for glmb/lmb Model Objects
find_parameters.glmb | insight Accessor Methods for glmb/lmb Model Objects
formula.summary.rglmb | Model Formulae

## -- G --

Gamma_ct | The Central Gamma Distribution
get_data.glmb | insight Accessor Methods for glmb/lmb Model Objects
get_opencl_core_count | Get the number of available OpenCL compute units
get_parameters.glmb | insight Accessor Methods for glmb/lmb Model Objects
get_priors.glmb | insight Accessor Methods for glmb/lmb Model Objects
glmb | Fitting Bayesian Generalized Linear Models
glmb.covratio | Bayesian Regression Diagnostics
glmb.dffits | Bayesian Regression Diagnostics
glmb.influence.measures | Bayesian Regression Diagnostics
glmb.wfit | Bayesian Weighted Fitting Engines
glmbayes | glmbayes: Bayesian Generalized Linear Models with iid Sampling
glmbayes_bayestestR_prior_methods | bayestestR Prior-Checking Methods for glmb/lmb Model Objects
glmbayes_insight_methods | insight Accessor Methods for glmb/lmb Model Objects
glmbfamfunc | Return family functions used during simulation and post processing
glmb_Standardize_Model | Standardize A Non-Gaussian Model
gpu_diagnostics | GPU and OpenCL diagnostics for 'glmbayes'

## -- H --

has_opencl | GPU and OpenCL diagnostics for 'glmbayes'

## -- I --

influence.glmb | Bayesian Regression Diagnostics
InvGamma_ct | The Central Inverse-Gamma Distribution

## -- L --

lmb | Fitting Bayesian Linear Models
logLik.glmb | Extract Log-Likelihood

## -- M --

model_info.glmb | insight Accessor Methods for glmb/lmb Model Objects
multi_prior_setup | Prior setup for multiple Gaussian responses

## -- N --

Normal_ct | The Central Normal Distribution

## -- P --

pfamily | Prior Family Objects for Bayesian Models
pgamma_ct | The Central Gamma Distribution
pinvgamma_ct | The Central Inverse-Gamma Distribution
plot.glmb | Plot posterior draws for objects of class 'glmb'.
pnorm_ct | The Central Normal Distribution
predict.glmb | Predict Method for Bayesian GLM Fits
print.directional_tail | Directional Tail Diagnostic
print.dummy_coef.glmb | Extract Coefficients in Original Coding
print.glmb | Fitting Bayesian Generalized Linear Models
print.glmbfamfunc | Return family functions used during simulation and post processing
print.lmb | Fitting Bayesian Linear Models
print.mlmb | Summarize and print 'mlmb' fits
print.pfamily | Prior Family Objects for Bayesian Models
print.PriorSetup | Setup Prior Objects
print.rGamma_reg | Simulation Functions for Bayesian Generalized Linear Models
print.rglmb | The Bayesian Generalized Linear Model Distribution
print.rlmb | The Bayesian Linear Model Distribution
print.simfunction | Simulation Functions for Bayesian Generalized Linear Models
print.summary.glmb | Summarizing Bayesian Generalized Linear Model Fits
print.summary.mlmb | Summarize and print 'mlmb' fits
print.summary.rGamma_reg | Summarizing Bayesian gamma_reg Distribution Functions
print.summary.rglmb | Summarizing Bayesian Generalized Linear Model Distribution Functions
Prior_Check | Checks for Prior-data conflicts
Prior_Setup | Setup Prior Objects
prior_simfuncs | Prior Simulation Functions for glmbayes pfamily Objects

## -- Q --

qinvgamma_ct | The Central Inverse-Gamma Distribution

## -- R --

rBeta_prior | Prior Simulation Functions for glmbayes pfamily Objects
rBeta_reg | Simulation Functions for Bayesian Generalized Linear Models
residuals.glmb | Accessing Bayesian Generalized Linear Model Fits
residuals.lmb | Accessing Bayesian Generalized Linear Model Fits
residuals.rglmb | Accessing Bayesian Generalized Linear Model Fits
rGamma_Conjugate_prior | Prior Simulation Functions for glmbayes pfamily Objects
rGamma_Conjugate_reg | Simulation Functions for Bayesian Generalized Linear Models
rgamma_ct | The Central Gamma Distribution
rGamma_prior | Prior Simulation Functions for glmbayes pfamily Objects
rGamma_reg | Simulation Functions for Bayesian Generalized Linear Models
rglmb | The Bayesian Generalized Linear Model Distribution
rIndependent_Normal_Gamma_prior | Prior Simulation Functions for glmbayes pfamily Objects
rIndepNormalGammaReg_std | The Bayesian Gaussian Regression with Independent Normal-Gamma Prior in Standard Form
rindepNormalGamma_reg | Simulation Functions for Bayesian Generalized Linear Models
rinvgamma_ct | The Central Inverse-Gamma Distribution
rlmb | The Bayesian Linear Model Distribution
rNormalGamma_reg | Simulation Functions for Bayesian Generalized Linear Models
rNormalGLM_std | The Bayesian Generalized Linear Model Distribution in Standard Form
rNormal_Gamma_prior | Prior Simulation Functions for glmbayes pfamily Objects
rNormal_prior | Prior Simulation Functions for glmbayes pfamily Objects
rNormal_reg | Simulation Functions for Bayesian Generalized Linear Models
rNormal_reg.wfit | Bayesian Weighted Fitting Engines
rnorm_ct | The Central Normal Distribution
rstandard.glmb | Bayesian Regression Diagnostics
rstudent.glmb | Bayesian Regression Diagnostics

## -- S --

simfuncs | Simulation Functions for Bayesian Generalized Linear Models
simfunction | Simulation Functions for Bayesian Generalized Linear Models
simulate.glmb | Simulate Responses
simulate_prior.glmb | bayestestR Prior-Checking Methods for glmb/lmb Model Objects
SimulationPipeline | Low-Level Simulation Pipeline for Bayesian GLMs
summary.glmb | Summarizing Bayesian Generalized Linear Model Fits
summary.mlmb | Summarize and print 'mlmb' fits
summary.rGamma_reg | Summarizing Bayesian gamma_reg Distribution Functions
summary.rglmb | Summarizing Bayesian Generalized Linear Model Distribution Functions

## -- V --

variable.names.glmb | Case and Variable Names of Fitted Models
vcov.glmb | Calculate Variance-Covariance Matrix for a Fitted Model Object