Modeling functions available in rstanarm
Extract the posterior sample
Example model
family method for stanreg objects
The QR
argument
Compute a Bayesian version of R-squared or LOO-adjusted R-squared for
regression models.
Estimation algorithms available for rstanarm models
Example joint longitudinal and time-to-event model
family method for stanmvreg objects
Pointwise log-likelihood matrix
Compute weighted expectations using LOO
Using the ShinyStan GUI with rstanarm models
adapt_delta
: Target average acceptance probability
K-fold cross-validation
Plot method for stanreg objects
model.frame method for stanreg objects
model.matrix method for stanreg objects
Plot the estimated subject-specific or marginal longitudinal trajectory
Information criteria and cross-validation
Plot the estimated subject-specific or marginal survival function
formula method for stanreg objects
model.frame method for stanmvreg objects
Applied Regression Modeling via RStan
Summarize the priors used for an rstanarm model
posterior_interval.stanreg
Posterior uncertainty intervals
Extract standard errors
Prior distributions and options
posterior_predict.stanreg
Draw from posterior predictive distribution
posterior_linpred.stanreg
Posterior distribution of the linear predictor
In-sample or out-of-sample predictive errors
Print method for stanreg objects
Extract X, Y or Z from a stanreg object
Bayesian ordinal regression models via Stan
Family function for negative binomial GLMs
Pairs method for stanreg objects
Methods for stanreg objects
Deprecated functions
Methods for stanmvreg objects
Datasets for rstanarm examples
Estimate the subject-specific or marginal longitudinal trajectory
Estimate subject-specific or standardised survival probabilities
Generic print method for survfit.stanjm
objects
Fitted model objects
Model validation via simulation
predictive_interval.stanreg
Predictive intervals
Graphical posterior predictive checks
Bayesian generalized linear additive models with optional group-specific
terms via Stan
Bayesian regularized linear models via Stan
Conditional logistic (clogit) regression models via Stan
terms method for stanmvreg objects
Juxtapose prior and posterior
Bayesian joint longitudinal and time-to-event models via Stan
Predict method for stanreg objects
Graphical checks of the estimated survival function
Bayesian beta regression models via Stan
Objects exported from other packages
terms method for stanreg objects
Bayesian regularized linear but big models via Stan
Bayesian multivariate generalized linear models with correlated
group-specific terms via Stan
Bayesian nonlinear models with group-specific terms via Stan
Create lists of fitted model objects, combine them, or append new models to
existing lists of models.
Summary method for stanreg objects
Bayesian generalized linear models with group-specific terms via Stan
Bayesian generalized linear models via Stan