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brms (version 0.9.1)

Bayesian Regression Models using Stan

Description

Fit Bayesian generalized (non-)linear mixed models using Stan for full Bayesian inference.

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Install

install.packages('brms')

Monthly Downloads

27,378

Version

0.9.1

License

GPL (>= 3)

Issues

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Maintainer

PaulChristian Buerkner

Last Published

May 17th, 2016

Functions in brms (0.9.1)

brm

Fit Bayesian Generalized (Non-)Linear Multilevel Models
cor_arma

ARMA(p,q) correlation structure
ranef.brmsfit

Extract Group-Level Estimates
plot.brmsfit

Trace and Density Plots for MCMC Samples
VarCorr.brmsfit

Extract variance and correlation components
kidney

Infections in kidney patients
summary.brmsfit

Create a summary of a fitted model represented by a brmsfit object
marginal_effects.brmsfit

Display marginal effects of predictors
hypothesis.brmsfit

Non-linear hypothesis testing
logLik.brmsfit

Compute the pointwise log-likelihood
brmsfit-class

Class brmsfit of fitted mixed-effect models
ngrps.brmsfit

Number of levels
coef.brmsfit

Extract model coefficients
expose_functions.brmsfit

Expose user-defined Stan functions
cor_ma

MA(q) correlation structure
stanplot.brmsfit

Various Plotting Functions implemented in rstan
posterior_samples.brmsfit

Extract posterior samples
epilepsy

Epileptic seizure counts
launch_shiny

Interface to shinystan
fitted.brmsfit

Extract Model Fitted Values of brmsfit Objects
standata

Extract Data passed to Stan
prior_samples.brmsfit

Extract prior samples
print.brmsfit

Print a summary for a fitted model represented by a brmsfit object
parnames

Extract Parameter Names
make_stancode

Stan Code for brms Models
LOO.brmsfit

Compute LOO
predict.brmsfit

Model Predictions of brmsfit Objects
brmsfamily

Special Family Functions for brms Models
cor_arr

ARR(r) correlation structure
WAIC.brmsfit

Compute the WAIC
brms-package

Bayesian Regression Models using Stan
cor_brms

Correlation structure classes for the brms package
stancode

Extract Stan Model Code
cor_ar

AR(p) correlation structure
inhaler

Clarity of inhaler instructions
get_prior

Overview on Priors for brms Models
pairs.brmsfit

Create a matrix of output plots from a brmsfit object
vcov.brmsfit

Covariance and Correlation Matrix of Population-Level Effects
as.mcmc.brmsfit

Extract posterior samples for use with the coda package
cor_fixed

Fixed user-defined covariance matrices
update.brmsfit

Update brms models
set_prior

Prior Definitions for brms Models
fixef.brmsfit

Extract Population-Level Estimates
make_standata

Data for brms Models
residuals.brmsfit

Extract Model Residuals from brmsfit Objects