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