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