Bayesian Generalized Linear Models (IID Samples)

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Documentation for package ‘glmbayes’ version 0.9.3

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

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

-- A --

add_to_libpath_linux Add Directories to PATH or LD_LIBRARY_PATH
add_to_path Add Directories to PATH or LD_LIBRARY_PATH
add_to_path_linux Add Directories to PATH or LD_LIBRARY_PATH
add_to_path_windows Add Directories to PATH or LD_LIBRARY_PATH
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_runtime_env GPU and OpenCL Diagnostics for glmbayes
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 --

detect_compute_runtimes GPU and OpenCL Diagnostics for glmbayes
detect_environment_and_gpus GPU and OpenCL Diagnostics for glmbayes
detect_or_install_gpu_drivers GPU and OpenCL Diagnostics for glmbayes
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 --

formula.summary.rglmb Model Formulae

-- G --

Gamma_ct The Central Gamma Distribution
get_opencl_core_count Get the number of available OpenCL compute units
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
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
gpu_names 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
load_kernel_library Load OpenCL Kernel Source Files
load_kernel_source Load OpenCL Kernel Source Files
logLik.glmb Extract Log-Likelihood

-- 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.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.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

-- Q --

qinvgamma_ct The Central Inverse-Gamma Distribution

-- R --

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_ct The Central Gamma Distribution
rGamma_reg Simulation Functions for Bayesian Generalized Linear Models
rglmb The Bayesian Generalized Linear Model Distribution
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_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
SimulationPipeline Low-Level Simulation Pipeline for Bayesian GLMs
summary.glmb Summarizing Bayesian Generalized Linear Model 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
verify_opencl_runtime GPU and OpenCL Diagnostics for glmbayes